{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bollinger Bands 布林带指标\n",
    "\n",
    "运用统计学原理， 计算出股价标准差及置信区间， 从而确定未来走势以及波动范围。\n",
    "\n",
    "计算公式： \n",
    "\n",
    "中轨线 = (N-1)MA\n",
    "\n",
    "上轨线 = 中轨线 + K* MD (MD 为标准差）\n",
    "\n",
    "下轨线 = 中轨线 - K* MD (MD 为标准差）\n",
    "\n",
    "\n",
    "# 策略思想\n",
    "\n",
    "与CCI相似，+-100 即这里的上下轨；\n",
    "\n",
    "当股价<下轨时， 表明股价已经进入一个非常态区间，超卖区间， 因此\n",
    "当股价从下轨之下突破到下轨之上时，开多仓； \n",
    "***\n",
    "当股价>上轨时， 表明股价已经进入另外一个非常态区间，超买区间， 因此\n",
    "当股价从上轨之上下跌到上轨之下时，开空仓；\n",
    "\n",
    "Note: 向量填充 VS 循环法：\n",
    "    \n",
    "以循环遍历的思想设计策略，适合更为复杂的策略构建。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import talib as ta\n",
    "import tushare as ts\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# 确保‘-’号显示正常\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 确保中文显示正常\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "\n",
    "import warnings; warnings.simplefilter('ignore') #忽略可能会出现的警告信息，警告并不是错误，可以忽略；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-17</th>\n",
       "      <td>3707.07</td>\n",
       "      <td>3721.28</td>\n",
       "      <td>3722.62</td>\n",
       "      <td>3704.41</td>\n",
       "      <td>108656251.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-18</th>\n",
       "      <td>3707.19</td>\n",
       "      <td>3724.67</td>\n",
       "      <td>3733.49</td>\n",
       "      <td>3700.41</td>\n",
       "      <td>96561705.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-21</th>\n",
       "      <td>3731.84</td>\n",
       "      <td>3740.99</td>\n",
       "      <td>3744.26</td>\n",
       "      <td>3728.62</td>\n",
       "      <td>100313073.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-22</th>\n",
       "      <td>3745.75</td>\n",
       "      <td>3752.30</td>\n",
       "      <td>3758.29</td>\n",
       "      <td>3734.56</td>\n",
       "      <td>100292856.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>3747.61</td>\n",
       "      <td>3756.09</td>\n",
       "      <td>3772.46</td>\n",
       "      <td>3741.72</td>\n",
       "      <td>104961573.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low       volume   code\n",
       "date                                                              \n",
       "2017-08-17  3707.07  3721.28  3722.62  3704.41  108656251.0  hs300\n",
       "2017-08-18  3707.19  3724.67  3733.49  3700.41   96561705.0  hs300\n",
       "2017-08-21  3731.84  3740.99  3744.26  3728.62  100313073.0  hs300\n",
       "2017-08-22  3745.75  3752.30  3758.29  3734.56  100292856.0  hs300\n",
       "2017-08-23  3747.61  3756.09  3772.46  3741.72  104961573.0  hs300"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取数据\n",
    "stock_index = ts.get_k_data('hs300', '2017-08-17', '2020-08-17')\n",
    "# 将date设置为index\n",
    "stock_index['date'] = pd.to_datetime(stock_index['date'])\n",
    "stock_index.set_index('date', inplace = True)\n",
    "stock_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 729 entries, 2017-08-17 to 2020-08-14\n",
      "Data columns (total 6 columns):\n",
      "open      729 non-null float64\n",
      "close     729 non-null float64\n",
      "high      729 non-null float64\n",
      "low       729 non-null float64\n",
      "volume    729 non-null float64\n",
      "code      729 non-null object\n",
      "dtypes: float64(5), object(1)\n",
      "memory usage: 39.9+ KB\n"
     ]
    }
   ],
   "source": [
    "stock_index.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算bollinger线\n",
    "stock_index['upper'], stock_index['middle'], stock_index['lower'] = ta.BBANDS(np.asarray(stock_index['close']),timeperiod=20, nbdevup=1.8, nbdevdn=1.5, matype=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202d9e78320>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "fig = plt.figure(figsize = (12,8))\n",
    "plt.plot(stock_index['close'])\n",
    "plt.plot(stock_index['upper'], linestyle='--')\n",
    "plt.plot(stock_index['middle'], linestyle='--')\n",
    "plt.plot(stock_index['lower'], linestyle='--')\n",
    "plt.title('沪深300 布林线图')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 交易信号和持仓信号计算(分开计算)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算昨日数据\n",
    "stock_index['yes_close'] = stock_index['close'].shift(1)\n",
    "stock_index['yes_lower'] = stock_index['lower'].shift(1)\n",
    "stock_index['yes_upper'] = stock_index['upper'].shift(1)\n",
    "# 计算前天数据\n",
    "stock_index['daybeforeyes_close'] = stock_index['close'].shift(2)\n",
    "stock_index['daybeforeyes_lower'] = stock_index['lower'].shift(2)\n",
    "stock_index['daybeforeyes_upper'] = stock_index['upper'].shift(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算交易信号\n",
    "# 开多信号:前天收盘价低于下轨，昨日收盘价高于下轨\n",
    "stock_index['signal'] = np.where(np.logical_and(\n",
    "                             stock_index['daybeforeyes_close'] < stock_index['daybeforeyes_lower'],\n",
    "                             stock_index['yes_close'] > stock_index['yes_lower']),\n",
    "                             1, 0)\n",
    "# 开空信号：前天日收盘价高于上轨，昨日收盘价低于上轨\n",
    "stock_index['signal'] = np.where((stock_index['daybeforeyes_close'] > stock_index['daybeforeyes_upper']) &\n",
    "                                 (stock_index['yes_close'] < stock_index['yes_upper']),\n",
    "                             -1, stock_index['signal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202d9f4f908>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8fw8EhELicmgYB2fdXuvqtAdMKaWUUic3V5G19+PeVVWf07grhDeFbybAsnfAXWiVe9y1qlIDsFqYNGlSSc6vadOmERcXx7Bhwxg0aBCjRo3C7XYzbdo0Bg8ezODBgxk6dCjZ2dkAPProowwYMKBcWXx8PDNmzKB79+4kJycfrZellFJKnZz2rwevi91BHas+x88fzv4/iO0Mo96Hs++FjbOtLPl5qTWu8vgfgnx/eMWyLpdCn3HWhpqfXFHx+Gmj4fQxkJ8OM68vf+zG72vVjLPPPpsHH3yQCRMm8M033wBwyimn8Pbbb/Pcc88xdepUzj33XBYsWMAff/zBlClT+OCDD5g4cSIAq1evZvXq1YhIrepXSimlVM2l5BYRtmsZIcDVs538NeAgJ/cZZ30Vi2wB2Xuszbtv+K5G9WoPWB0VFlpdkL169QKge/fu7Nq1q9KyzZs3s2PHDuLj45k+fTrp6ekl93n44Yc1+FJKKaWOsD5PzuOHOT+QaiLYy0Em4Vem2Wlw3hPW9kVJK2p06fHfA3awHquAkIMfD42uVY9XQEAAqalWd+NPP/0EwNKlSxk6dCirVq1i2LBhZGZmsnTpUm699VZWrVpF+/bt6dixI/Hx8XzwwQesW7eOhISEknuGhYXVuB1KKaWUqrsgHKzyngIIHq/Bz1aDDpEeV8HPD8PCF2pU5/EfgB0FF198Mbfddhvz5s0jOtqKlpctW0Z8fDxNmjRhxIgRfPTRR+zZs4fBgwcTFBTEzJkzCQ8Pp2XLlgwaNAin08lbb711lF+JUkoppW53TQSsjbZTcx00iQyq/sVBkXDuIzDviRrVqQFYLXTt2pUFCxaUPJ80aRLx8fHEx8eXO2/06NGMHTu2XNnkyZMr3K/sJt5KKaWUOjIcbk+ZZ1av177swpoFYABn3m5t0v2fUdW+RAOwejBp0qQKZQcGXkoppZQ6tmQVuIi3reKf/t9xp3MCyUSTlues+Y1EoOvlNbpEJ+ErpZRS6qSUVeCitaTQ17aJyPBQANLzHEekbg3AlFJKKXVSyixw0lBy8RqhQ1wrANLzD90DNnXhDnpPnsuslYm1rrvWAZiINBaRVSLyTxGZ7/v6W0TeEhF/Edldpryb75rHRGSZiLxW6xYrpZRSStWDrAIXDcklhxA6NWtISIAfGYcIwFJzHUz+fiNpeQ4++GtXreuuSw/Y80CwMeYNY0y8MSYeWAi8A3QHZhSXG2PWikgvYADQB0gRkSF1qFsppZRSqk6yCpxESS4ZJpx2MWFEhQYcMgBbm5QFwJlto1mdmH3ARP7qq1UAJiLnAPlAcpmy5kBjY8xyoB8wQkSWisi7IuIPDAK+NMYYYA5wdhX3Hi8iy0VkeXGurWNdcnIyzzzzTKXHxo4dW5KYtaqyA1dPKqWUUurwyyp0kWRi2B54Kr3jGhIdFnjIIcg1idmIwJBTGwPUbtI+tQjARCQAeAR44IBDE4A3fI+XAUOMMX0AO3AhEAok+Y5nAI0ru78x5m1jTG9jTO+YmJiaNu+oaNKkCQ88cODboZRSSqljWWaBkxfMGIY8OItGYYGEB/qT7zj45tprE7NpHxNGXHQIYA1J1kZtesAeAF43xmQVF4iIDRgMzPcVrTHG7PM9Xg6cAuQBwb6ysFrWfdT16tWLYcOGcckll9C3b1/efPNNdu3aVS7txM6dOznrrLMYMmQIGzZsqLKsMvv372fYsGGcddZZPP3004f75SillFInrewCFw1C7CVbAdr9BLfHW+X5xhjWJGXTrXkkMeGBAMxYsps7ZqzC6zU1qrs2ecCGAOeIyATgNBGZCnwELPENLwJ8JCJPAuuAS4GnACdwJfAp0APYVYu6K7jxpxsrlA2NG8rVna6m0F3IbXNvq3D8kvaXcGn7S8ksyuSe+feUO/b+Be8ftL6CggI+//xzunXrxty5c5k8eTIXXHBBuXOeffZZ7r//fkaMGEG3bt2qLKvM008/zVVXXcXYsWPp27cv48ePL8m2r5RSSqn6k1ngZJr3QViwCgbeh93PhtNjhTL5Djf3f7GGIafGctnpLQDYn+MgNddBtxalAdhny/cA8O9hnWpUd40DMGPMwOLHIjLfGHOLiDwFLChz2uPAdKy0st8aY+b6esmeFpGXgQt8X8edxo0bExYWRuvWrfHz86M05iy1c+dOevTogb+/P6eddlqVZZXZvHkzixYtYtq0aeTn57N3714NwJRSSqnDIKvARTvPLijKBsDuZ8Pl6wFbtD2d79fu4/u1+0oCsLVJ1nndW0QSHRqI3U8ItvuRU+Tmjfnba1R3nTLh+1Y+Yox58IDydVgrIcuWeX0rH4cDLxtjdtal7mIH67EK9g8+6PGGQQ0P2eNVG61atWL9+vW0atWKtWvXVllWmY4dO3LJJZcwePBgPv74Y6Kiouq9fUoppZSCzLxCAnFAQBhgDUEWB2Ard2cC0CgsoOT8tYlZ2ASiIwr5dsevvHFDd2JDYrn41T/5Y1tajeo+olsRGWMKgS+OZJ1Hw/3338+1117LCy+8QEBAQJVllXnggQe4+eabefjhh2nTpg1XX331kWq2UkopddJwuD2kpqdDAGUCMBsutxeP1/DTOivRQ/H8sHyHm0U70mkVFcJzK59iQeICQu2hXNT2YvwDm7OzZvGX7gVZU8UbZxd/nzZtWrnvAO3bt2fx4sUVrq2srOy9wFpR+f3339dHU5VSSilVha378wjyFlpPAn0BmL8Nl9ewLimbHWn5hAf5l/SI3fzBMpbtyuTsUxpxc9ebuaLDFfy06ye+2Po5wW0MBbvH1qj+43IlolJKKaVUXexMy8eLkNfqHGgYB4DdZg1BJmVZgVm35pG43FYAtiQhgZA2L5NjttKzcU/iW8bzzNnP8PPlPxNuOmM84TWqXwMwpZRSSp10sgtd7CeKgitmQNt4oHQIcq8vAGsdHYrT1wMWE7Mbv6B9RAWHlLtPTEgMgyIfxOtoUqP6NQBTSiml1Eknp8gFQESQvaTM7m/D5THsyy4i2O5HTHggLo/BGENQxHaMO4TnLx1W4V7FSVlrQgMwpZRSSp10covcnOe/msApXSBlE4AvD5iXfdmFNG0QRKC/FSY53B5yZAMNbacSHRpc4V4XdK1Z7xdoAKaUUkqpk1BOoYsm9gIkdx/4Wb1gdpu14nFPRiHNIoOx+1nPt2XtxGPLopFf10rv1To6lDfG9KxR/RqA1ZJuoK2UUkodv3KK3EQH+DbSDrQm0Nt9PV4J6fk0jQwiwM96XuR04l/UjSYB3Su9F8Cwbk1rVL8GYEoppZQ66eQWuWjo59tIu0weMLCCs6YNgksCspbh7WD/WGKCaxZkHYwGYHXkcDi45pprGDRoEGPGjMHpdNK7d29SUlJo3Lgx+/bt48ILL6SgoIBRo0YxcOBAJkyYUHJ9fHw89913H0OHDj2Kr0IppZQ6ueQUuoj0c4DYwG7N6wrwDTkCNIsMwm4TAhrNJTFnL/lOD8EBfvVW/3GfiDXhuusrlIUPu4Co0aPxFhayZ/ytFY5HXnYZDUZehjszk6SJd5Y71vqjD2tU/zvvvEPXrl2ZMWMGkyZN4r333qNt27bMmTOHPn368PPPP9OzZ0/efvttunbtyqRJkxg5ciRr1qyhe/fuLF68mIkTJ/Lcc8/V7IUrpZRSqtZyi9xkhLaFtleBL9u9v19pv1SzBsGsS1tHYMxc5u3pgNPditCA+gubtAesjjZs2EDfvn0B6NevHxs3bqRnz57MnDmT4cOH8/nnn9OrVy82b97MV199RXx8PDt27CApKQmArl27MnLkyKP5EpRSSqmTTk6Riy0xF8Blb5aU2csFYEFsy1uOMUKvKGuUKkR7wEodrMfKFhx80OP+DRvWuMfrQF26dGHx4sUMGTKExYsX06VLF1q3bs0TTzzBiy++yB133MFrr71GQkICffr04cYbb2T27Nm0atUKgLCwsDrVr5RSSqmayyl0Ex5UPgyylxmCbBoZzJ78DXgdTXA6rSHKA88vK/WVV2tUv/aA1dEtt9zC+vXrGThwIFu3bmXs2LH07NmT1q1b07ZtW2JjY2ndujXjxo3jxx9/ZODAgbz55pu0bNnyaDddKaWUOim5PF4KXR6u2X4/fHBRSXlAmR6w0EB/kot24S1qyo60fMAalqxKg6uurFEbjvsesKOleAPtwMBAZsyYUe5YTEwMGzZsACgZagwNDWXmzJlV3kcppZRSR0ZukRuAUG8uEFFSXnYOWIGrAJfXicfRmO2peQC0iirNeG+MwZufj2PLFgpXriSkb78atUEDMKWUUkqdVHIKrW2IAr0FENC8pLx4CLJZZBAh9hBe7f8to978kx2h+djE6gFz7U9h/+TJOLZswZmQUHJt3Gef1qgNtQ7ARKQx8BNwBrDD9wVwhzFmrYg8BlwILDXGTPBdU6FMKaWUUupIKu4BC/AUQGDpXGyn29p4u12sVRbg7wf4sWFvDnGNQrH72fAEB+HYvh17XGvCLxxGUOfOhPTsiX+jRjVqQ116wJ4HgoHuwAxjzL+KD4hIL2AA0Af4j4gMATIPLDPGzK1NxcYYROTQJ56gjDGH7+YeN/hpx6hSSqkTV/FG3HZ3QUkSVijNhB/fMZb31r3H+pRdQF+cHi8PDuuMa/9+/KOiaPfD93VuQ60m4YvIOUA+kAz0A0aIyFIReVdE/IFBwJfGihTmAGdXUVZjQUFBpKenH94g5BhmjCE9PZ2goKDDU8GrveG1fjBrPCx6DQozD089Siml1FFSPASZ02EkxPUvKY/vEMNn4/txU/84FiQuYE/edgAu79mCIac2ZueoUeybNKle2lDjrg4RCQAeAS4DvgaWAUOMMftE5EOsIcZQYLvvkgygMeCupKyy+48HxgMlqRrKatGiBYmJiaSmpta06SeMoKAgWrRoUX83XPUxxA2AyFbQ7QrYtxp2LoA1n1nfR39Wf3UppZRSR1nxEGTRuZOhzMpGEaFv22iMMWzL2sZ5rc9j/PW96d++Ed78fDypaQS0al0vbajNWNMDwOvGmCzfMOAaY4xvMyWWA6cAeVjDkwBhWD1tlZVVYIx5G3gboHfv3hW6uex2O23atKlFs1Wltv8K39wOvW+CES/AOQ+VHvv9WVj8BuSnQ2j00WujUkopVY9yilwIXiLs3kqPpxamku3Ipn2D9gzpbPUXOXbvA8DevHml19RUbYYghwATRGQ+cBrwo4j0EBE/4FJgNbACa74XQA9gVxVl6mhb8zmERMH5kyse638XjP9Ngy+llFInlJxCF80lnfDnmsHKjyoc/3b7twD0atyrpMyVvB8Ae5NKB/BqrMY9YMaYgcWPfUHYRGA6IMC3xpi5ImIDnhaRl4ELfF8JlZSpoy0nCaLaQkBIxWP+AdAwDgoyID8VYjoe8eYppZRS9S2nyE1soDUPjIDQCsdD/EO4sM2FdIrqVFLm3p8MgH+TJvXShjotdzPGxPsedj+g3Otb+TgceNkYsxOgsjJ1lOXshcZdDn7ON7dDxnaYsOTItEkppZQ6jHKKXDQKcIETCAyvcHx059GM7jy6XFlQ127E3ncv/rGx9dKGw5ZvwBhTCHxxqDJ1lIkNGlRc7FBObCfYOgfcDvAPPDLtUkoppQ6T3CI3MQFuKwALKL8n84b0DbSOaE2ovXzPWFDHDgR17FBvbdC9IE92ty+F8584+Dmxp4LXDenbjkyblFJKqcMop9BFtL9v/WCZRKwur4vrfriON/5+o8I1jh07cPm2F6wPGoCdDLwe8Lhqf32Mbww8ZWP9tEcppZQ6inKK3OSGtoIzb4eI0lWN27O24/Q66dKo4tScfQ8/wt4HH6pQXlsagJ0MPh0Dz7SCjd+VL//9Wfh8LBwqqW2jU0D8NABTSil1QsgtcpET2RGGPmllAvDZkL4BgFOjT61wjScjA7+ohvXWBt1z5kSXtBK2/AitB1hDiWAFXCKw+Qewh1iPD8Y/EC6feujJ+koppdRxIKfQRXNbFjgLymUBWJ+2njB7GC3DW1a4xp2ZSWjDqArltaUB2Alu70/PE2OPwH7NDAiKAEcefHw5hDaCvatg4H3Vu1HXkYe3oUoppdQR4PUach1uRu96DD6Nheu/Ljm2NWsrHaM6YpPyA4QEpOGaAAAgAElEQVTG5cKbnY1ftAZgqhp2pxdg272EH7xdSV+ezk0DIqyVjA3jYNsv0KA1nH5t9W6WsxcS/oJTLwE/+2Ftt1JKKXW45DvdGAORzmRo0Kvcsf/r/X94vJ4K17gzrX2R/aM0AFPVsDYxg2xPd5Z6O/H17A3cNKCNldV+5Fvg9VpDj4cafiy243f4+h/QtIc1J0wppZQ6DuUUuQnESYgz3doDuYweMT0qvcYvNJRm/3ue4K5d660dGoCdwPblOJnsvqXkeUpuEbHhQdYTWw3XXzSMs75nJWgAppRS6rhlbUOUZj1pUDrXK6Mog6XJS+nbpC8Ng8pPtreFhhI5fHi9tkNXQZ7A0jPSCbEL9w21thBavzen9jdr6Nv9PTOhHlqmlFJKHR25Re4yAVhpD9j6tPXc9/t97MrZVeEa19695C9ZitfprLd2aAB2Auu//QV+9b+T6860gqf1Sdm1v1lYE7DZIWt3PbVOKaVUvfB6Ydat8N4wyNpztFtzzMspdLHTNGVvv0dL81wCiXmJALQIa1Hhmty589h9ww148/PrrR0agJ2oHHl0zF1CamBLIoLsxEWHsC6pDj1gNhtEt4fkNfXXRqWUUnW3dQ6s+RR2/wUfXXbo3I4nuZwiF4kmBmfvW8vlAEvKTSLQL5BGwY0qXOPOSAebDb/IyHprh84BO0Hl/PwUMSadxV2epxvQpXkkq/dk1e2ml75mBWFKKaWOHdvmWvsZjvsNcvdWf3HVSSq3yE0H2UMDRxJQurdjUl4SzcKaIZW8f570dPwaNkRqOn/6ILQH7ESUvp2wlW/xmTuebmcOBaBrs0gSMwvJKqjD+HXzXhAUaW1tVMkyXaWUUkdBykZodjrEdIC28VCQAUveAo+77vde+wWkb6/7fY4hOYUuJtvfI2LOnSVlxhjWp6+nfYPKOxkK16wlqGPHem2HBmAnoi1zsBk3sxrcQFwjazf3rs0jgDpOxAfIToQ3B0DCn3VtpVJKqfpww2y44oPS53uWwo/3w7J36nbf/evhy5vhlZ7WrioniFyHm+aSga3MCkgRYfrw6Uw8fWKF8z1ZWTi2bCHkjN712g4NwE5AOafdwkDnFE7r0rmkrI0vENuTUVC3mweEWZ+2EhbV7T5KKaXqpjDTSpJts1k5Hot1GAqt+1u9YHWZD7buS+t7l8usbetOEDkFTqIlG0JjypU3Cm5EXGRchfNt4eHEzZxJ5CWX1Gs7NAA7Af26KZXd3kac17lxSVnjiCBE4Kf1yXi8htnbfubhPx4lrTCtZjcPbmDtCblnST23WimlVLUZA7PvgbcGWVvMlSUCPa+HzJ3w8cjar4zcuwqadIcrpkFAqFVf2rY6N/1ocxTmEoSzJAArdBdy29zbWLm/8l4+8fMjuFtX7M2a1Ws7ah2AiUhjEVklIpEi8qOI/CwiX4lIgIj4i8huEZnv++rmu+YxEVkmIq/V30tQ5Wz4lsa/3E6HSC89W5UmkrP72TAG5m9Opd2DPzDx4+18s30WTy5+suZ1NO0B+9fVY6OVUkrVyJrPYP0s6DseAsMqHu92JQx7DnYuhB/urV0dwQ2h7SDrsc0Plr8LG7+pfZuPEVLg63jwBWBL9y1lYdJCnN7K50inT51K/pKl9d6OuvSAPQ8EA2OAF4wx5wPJwAVAd2CGMSbe97VWRHoBA4A+QIqIDKlj21Ulkv6aQfv8FZzVuTU2W/mVHGJPJ6jpZyAOmgR2QDKHMXf3XJYlL6tZJY27Qt5+yEupx5YrpZSqlsxd8P290OpMGHBP5efYbFZwNmEJXPlh7eoZ9R6cP9l6HNEMGneztqU7zu11hPBKzH+gzdkA7MzeCUDnqM4VzvXm55Py4kvkL/qr3ttRqwBMRM4B8oFkY8zrxphffIdigBSgHzBCRJaKyLsi4g8MAr40xhhgDnB23ZuvyvG4Cdszn/meHnRrWX7DUGMMTdv+gH/4BsSviHM7N6YobQAh/iHM2TWnZvW07GvNCXAV1mPjlVJKHZLHbSVdFYHL3rJ6pg4muh34B9a8nsrmjsX1tyb4H+e/+/c7A9gSdU5JFvyE3AQaBDYgMrBiji9nQgJ4PAR16VLv7ahxACYiAcAjwAMHlJ8JNDTGLAaWAUOMMX0AO3AhEAok+U7PABpTCREZLyLLRWR5ampqTZt3Uivc8AORUsCv3tMZ2KF0cqHb62by4snk2tbT2HMp4okkNjwQp9uPno17sTBxIV7jrX5FLXpZcwKKtydSSil1eOSlwM+PwPMd4e/p4HFAZHMY/r/q/w7+/TmYNR42/wj51Zz3+/PD1or3simHTr0E3IUw/5mav45jSGThbnq6VoLbGnLcnbObVhGtKj3XlWKN9NhjY+u9HbVJxPoA8LoxJqs4WZmIRAGvAJf7zlljjHH4Hi8HTgHysIYsAcKoIvgzxrwNvA3Qu3fv4z6d7w9r99E+NowOjcMPaz1JW/+m8Vfj2OJtzsgrxxITXvqJ579L/8vMLTO5uevN/LPH7RgjfLLE2lLoivZjsPm5sEktOkMdeZXPPVBKKVV3mbtg2kWQkwgRzeG7u6DjhXD5uzVLtup1WXPG1nwGfgFw3VcQN6Dq812FsOpjaDe4fA9b67PgjFusxVjHKWMMZzv/5MYdn4L3GiCA8IBw2oW0q/R8t68jyD8mptLjdVGbAGwIcI6ITABOE5H3gNbAv40xxTs1fyQiTwLrgEuBpwAncCXwKdAD2FXHth/ztu7P5bZPVtKlWQTfTzx8I67GGC6fmcaljkv53BvPVy2blDu2MGkhI9qO4K5ed5WUhwZYP1SdG/akaaQVF7u9bvxt1fwvMWs87FsDExbX3wtRSpX3x0sQFAG9bzraLVFHw+I3wZEDt8yDBq1h/tO1C34GPwh9xkPaVvjyFph9N9z4I4RW3HIHgHWzoCgLet9c8djw/9W8/mOIw+2lgcnG6RdCQICVWuOlwS9Veb4nzeox9G9UxXtVBzUOwIwxA4sfi8h8rOHGy4CHROQh4A3gcWA6IMC3xpi5ImIDnhaRl7Em6l9Q9+Yf237fYkXOYYGHd8en53/eTHKug9Dz7uXr05vTMqo0X4uIMPuy2eS7ym8gGuwLwPIdVvfyyytf5o+kP/j8os+rV2mDVlaGZFch2IMPfb5SqjxjYNlU6HkD+AdUPJ6fBnMftR7HnQ2NTjmy7VNHVb7DjXvg40T2n2hNgAcY/nztbxjayPoa+RYsedPK6egzb9FSzmpmI7hVL6tnbfm70Khj1b1khVnW9ket+kFkxY2rj2U5RS6iJRtHQBSV/NRVEP2Pf9DwuuuQgOqcXTN1ygPmW+H4hjGmYZkVj58ZY9YZY7obY7oZYx7ynevF6j1bCAwzxuysh/Yf07ILXVzjN4/XU66D/8bB62dameQBNv8E8x6H1/rBtxNh2zzwuGpcR4HTzZbfP+MB/xmMOi2mXPBVzN/mX2FyYWiAFRQWOq0ArHFIYzZlbGJj+sbqVdykOxgPJNZwBaVSyuJxwepPYWEVPQp/T7e+iw0CD+8UBnWMyUvhX69+RO+n5mLCm9bvveMGwFUfgz0ICjPZ+vdCzvxpBMHvn2sNee5eAkkr4Iybqx7mzE+1MuTvXFC/bTsCcgrdRJODK8hKXLto7yKumn0VCTkJlZ4vIviFHZ6pNkc0EasxptAY84UxZseRrPdoyc0rYJL/B2TbGkDXy6HNoNJPC6unW794i7KsbMMfj4SPL69x1uIlOzK4yG8RY8OW0DSq4gqOib9OZObmmeXKjDFErF0OxpDvtPYKO6/1eQTYArj6+6u5ZvY1fLD+gwr3Kqf9uRASDX9OqVF7lTrpJa6AuZPAmQd+dtj8feXn/f2JteL4kXQIbwJer5X1XJ3YspNwfXAp/8mZhM3jYNWeLIwxLNiSSr6jHvZ2LGYMzBjNKV+PIEQcfBx2I0S1gWanwcWvwOnXVn1twzbWXLKUan5gP4bkFrloJDl4QqwhxR3ZO9iQvoEwe+VBVuqUV8j6ctZhaYtmwj+MgrO3Eihuvgq53Bo3H1Zm5cglr8ODe+H/NsF92+HqGTDiResTR1EOOHKrVceq3Zn0tW3Ev93ACp9W9ubt5bc9v1HoLl0ybIxh/xNPEP7ovfRN3kCBLwCLDo5mxogZ3Nr9Vux+dnZkHyJGDgiFMyfAtl+suWAH4y2zwtJZx62QlDrerfsC/nrV+gN2ynmQvLZiTj2v18rvNPA+K58TwKxb4MNLyq9KUycWrwemXwXp27jXdSsOAli0PZ0/tqVx/XtL+W51PQbgItbcMGCHtwmfB42yyv0DrSz6AaFVX+vnD1HtIP34y4qfU+TmXtc/SO1tJafdk7uHUHsoUUFRlZ6f9eWXFKxYcVjacngnJ53kEl1hPOEaw2Y6VTxYdvWgPQg6XVj6/Ls7oSANbvjukHVk7tlAY8mCNhXH6hcmLgTg7BalCwAKli0jc/oMZNTVLHV15trC0mHPDg070KFhB2477TaMrydu6tqpBPsHM7rTaOTA7ugzxkFUW2tewY8PWH8syu5HBrBiGuyYb6WtcDusTV0Dwqw/PF1HWSktlDpZeD1Wj3eHodbvgHbnWlMRtv8KPa4uPc9mgx5Xlb+280XWtTt+g/aax/qE9Mt/YP9a/uWeQFHrwbTLc7AyIZNfN1kBelqe4xA3qKE2ZzP34mXcP3MFTb01TDrQMA4yKx+2O5blFLpYb+IIaN4NsFJQtAxvWfHvG2A8HtxpafjH1v8KSNAesMNqtzOCdz3DSXTXcNVKaAwk/FWSo6QqTreX0H2+PRnjyq+yzHfl89W2r2gR1oI2EW1KynN/moMEBhJ22+1M/usdGr3wWKX3FhG8xsvq1NU8s/QZXl/9esWTgiKshKzp22DJG7ByWvnjriIr/0z6dt/zQjjzdit3zbJ34b2hOqSiTi77Vlu7SJx6qfW8SXdru5eEMlm2/5wCcx+r2NPVfggg1hCmOqG4PV5wFeJc+h6zPX2Z5T6LK3u35Iy4KOZtSmFFQiYAmQU1nyd8KFkmhAwicHtqEYBlJdRts++jwJmZyJV+vxHpzQKsHrCW4S0rPdeTkQEez2FJQQEagB0+Hjddcv8ghiwKXTUcMmjRG7xuyNh+0NNe+GULrsIc8iLaW9mOy3j0r0fZlLGJiT0nlkT2xuMh55efCRs4kLAG4RT5BxKQtLvK+9vExpTBU+jfrD/fbf+upFesgjYDrS0qlr8PqZutsoS/4J3BVv4aXzc3wQ3grNvh2i/h1gVWbppNVcx/UepEtNO3jUvJ/no2uPIjONu3nUziCpj3mPWzf2BuvsBwaNQBkpYfufaqw27V7kzaP/Qj87ek8mDRdbzpvojwQDsjT29OfMfSP/yx4YFk1TIA83gNT8zewPNzNlf4PZ5bZN3T5a1BMm6A/hPhtuMvDVFQ8nKetb9DA3c6AF0adaFX48pHYoqTsPofhiSsoAHY4ZG2FecbA3nK8TSX+P1JgbOGAViMb8jyIBMcF+9I583ft1PQ6x+E3b28wvyvO0+/kynnTGFYm2ElZe70dAJatyZi+IWEBPiTGBZD0P69GHfVEztFhPNan0dSXhJbMrdU3eaLXgJ3EUwdAhtnwwcXWYlar/kMOg6reH5sJ+hzqzWEqdTJwuOCVmdBWJlf6G3Otobl9622VpaFN4WLXq58BVqH863l/xknxTqmk8IfW9MIxMnYj9byhWcQ60xbLj29OTabEN8xluvPbM3sOwYQEx5IZsHBR0WqsmRHOu/+sZNXf9vGc3M2lzuWV2T9/nd5ahiARTSDBi1rlhD2KNm57Ef2PtMT70s9OHfLE2QQgb1xRwCeOfsZxnQeU+l13txcbCEh2BtXunFPnWkAVo/+2p7G/35Yg5l5PUUZidxt7iGt6y0U1bQHLMo3ZJhVde/UlO+Xc1vYAh4Z3rncD4DXeDHG0DKiJQNbDCx3jT02lriPPybiggsI8LexNzwWm8eNKynpwNuXM6jlIAThtz2/VTg2a2UiP6zdZ/XajfvNygm2+QfofjVc/zV0PEi6twuftVZTKnWiS15nDcUPuh9u+rHi8b+nw1sDrZ/5ke9Yw5KV6X+3tWCnYZvKj6vjTkJyKqsCb+XOsF9LykJ9uSOD7H48fklXujaPxOlx8UfaDMZ//zBrUg+x8OkA6flW4NYnLorX52/np3X7So7l+VZW1rh3LS8F/njRSu56jPt8QwHb8kNY5GzL0pCBPBb2H7AHH3ILvtB+/ei4cgVB3bodlnZpAFZPFu9I58b3l9H8r0eQlA3cWTSeM0fcRLvYcFweU7NPF4HhMPghK8ldJXal5dN//8fc636bkJzy6dS+3vY11/5wLVlFWRWu8xYVlXueFmVlzHfsOPin6c8WZ3Fd+we4qN1F5cp/Xp/MPTNXM2We7wewQUurS/rS1+HS1yoMi1YqMwFykw99nlLHq9z98P6FVuJiwOs1nPu/+XyxIrH0nM4jrFXQt/wCrc+s+l6h0daHmuOg10FVT0TifELEwZgRpQsrDBWneyR4viMw5hcWpX3L3yl/A5DtyOaLLV+QUpBS4fyyioOs/13Zg/axYUxdWPp3I8fXA5Zb5K5ZmovCLCudyt6/q3/NUeB1u5i5J4KHwh9nTMYtXJ92PRkNuwPw9JKnOe+L8yhwHXx1fmUT9OuDBmD1wOH2MP7D5TS153OmbQOvuy8mIWoAV/RuUZJxfl9W0SHucoBB91cZgM3flMwlfn/haB0PMR1Kyo0xTN84nUJPYYXEq57sbLb07UfmzNKcYJkxzdnQdyj+UZUvvwXYn1PE8z9vZs/uzjQPa15SnphZwN2fWT94CekFpfMKQqq+VwVF2TDlNFj+XvWvUep4s2wqOHOtBStYvRHbU/O59/PVpedEtbW2G2pejVXBrkL49g7YeOhV0urYVuTyMDz/K7IDmxLb7TxeHX06AG2iS1NAJOcn868F/yIwZi6urNO5vul0RnWwUkYs3reYxxY9xrmfn8unmz6tsp7iYcYGIXZ6tGjA3qzS1ET7c0r/NiXn1ODvVPE2RgXV3Nz7aPjrVVyv9KEgL4e7h3TgznOt3SRiwgPJdmTzzfZv6Ne0HyH2ignMAdKnTiX5qacOW/M0AKsHezIKyClyc/P5vTnP+Rwvukdx3qmNEREahFjbFzz67bqa3bQwq8qu3azNC2khaQT3Gl2u/Nvt37I5czPXdLqmQsSe8eFHGIeDoC5dSsokLJxfh15PcI8eVTZjzvpkjIG0/AK+2/4dy5KtzPd/bU8n3+lhTN9WFLo8vPjLFhzuGg61BkVaiSZ1Ir46kSUus1Y7+j4s7a/JH7nK+AdZe/XtXFgPjVNHU+La3+ll20Jip5vAz5/h3ZoyfVxfrjqjdFVeSkEKf6f8zY1dbqYo+TI8Hv+SgOH81ufz5cVfcnrs6by5+k2cnsrniOU63IhYO6DERgSSkuvA6zUYY1i1O5NWvh1UkrNr8H8zqIG1UCT/2AzATNIq+PkhFmU1IFicnH1KDHcNOYWHh3fm2n6tmbl5JoXuQq479boq75H/1yIK/15d5fG60gCsHuxMzeMu/y/o3iQIJ3Zc+HNqswgARnRvSvOGfizbu5apa97lsm8uK/mkUugu5PMtVey9+Pt/4bW+VpLGA3TbO5MiCS6XO+y1v1/j4T8f5vTY07mobfmhQndaGunvv0/4+ecTXCYACw30p6igCG9++X0iy/phrTVXID3PzZRVU5j01yT25u1lW0oeAf42hpxqTU6c8us2PlpUi5wwXUbC/nWw4ZuaX6vUccC9fyPJgdacrYT0fG77ZGXJsSpXFh+MCES3h/Rjf+6NOjjHso8pMIFE9b8RsIa6zmrXqNwH6O4x3fnx8h+5p/ddRASGlJtTLCJ0aNiBf3T/B+lF6fy4s5L5hVg9YGEB/thsQuPwQNxew+Kd6exMyyezwMWI7tZ2R7szCsgurOZcMJsNgqOO2R4w1x+vkGuCmd7iEZ6/4VxiwgMREW45uy09WzXkiy1f0K9pPzo07FD1PVL2Y298eFZAggZg9SJv10ru8p9F+7TSSZTtY61Eqwm52zAtn0ZavMTLq14iMjCSVhGtAFievJzHFz3O44se55eEX3B5y/zHH3iflbZh5g3w9W0w/7/gKmRzci4up5MdLUeWZCp2eV1sTN/IiLYjePf8dwnyDyrXvrS338Y4HMTcfVe58mC7Hze9/S/2PVZ5LrC0PAdLd2ZgE0jPc/LswGfJdGRy3Y/XsWF/Iu1iwujZqnSycJ7DzbQ/d/LR4hoEYr3GQvPe8PWE0nxhSp0gTGEm/vnJvL/V+pn8eHECuzNK55vsz6llYs2otpBxwm+ne8J7tvAiXmzwAE0rSfT51daveHHFizg9Tmy+lCQhAf4lu5eUdWazM2nfoD2rUyv21sxamcg3fycRFmRN7I8Jt/4vjn5nSUl+sQu7WQHYv79eRu8pk/htd8UFV5UKbQQF6dU790hK+Av7pq/5zBPPiD6dGNypfBC1N28ve/P3Et8y/qC3ce9PwT/28KyABA3A6kXQbiu3T2inc7iuX2sA2sWEYYxh0l+TCPL3x7F3NBdFv8C0C6ZxVrOzAOuH5uJ2FzNr6yzumX8PF826lEV7FwHgDmzAjNi7cRBgZZKf/xRkJzJrVSJPeMbSeGTptkZ2m51Xz32Vyf0nY/ezV2hf/u8LCBs0iMA25VdOhQb6kx8Yiic7u9LX9cuG/XgNnNMplox8J90bnca7579LWmE6y7I+p22jUCKD7UT4frA/XJTApO828MjX68goqLpXrRz/ACtLfkiUtQGsUicAp9tLZr6TNSlehjieZZbH2qki74BJzttS8mpXQUQzK6HrcZYEU/lsm0dmZga/JwcQ0b38iIUxhjdWv8Gjfz3K6tTV2G2lv9ODA/wodFVc0CUifDjsQ/5z5n8qHLtn5mrS852E+VZWtmgYXHJs5e4sIoL8ObVpBFGhAfgF7SEw9gcm/jaRqWunHvp1jP0BLn+3uq/6yEndTFFYK152X05seGCFw9HB0Uw9fypDWlW9o4Q3Px9vbi7+hykFBWgAVmdpOfl03TeLzQFdILwJj150KiseHkKQ3c/6objwQ2Ze9BmnNYxn+h9Ofl5fuuLP3+bPkwOe5F+dZlGYdBVFLg9fbv0SgK0pefx7U1v6Zj1O/oQ1JFy/FE94c75elUSnDh2JbhCBMYZfd//Kntw9APjZ/CptY6sPphF7370VykMC/MgLCMGbVXkANn9zCs0bBDOgfSO8BjILnHSO7owj8zTskSto0tCqb+G/zqFlVDCZRem0jArEFpzA8K8u4M+kP6v3JjZoCRNXQfcrq3e+Use4R79dx+lP/ML101awzbQglYYUuTzkOzxEhwbw/tgzANiaUr09Xyto0NrKJXaI1VvqGLRvNUy/iuzZjwBwVvtG5Q7/nvg7r//9OsPbDuf1c18vNxwZZPejsIq8kuEB4QAsSFxQsg1dVpm8Ybm+ifg9WjagR4tImjcIZmdaHh0ah7MwaQGxEQZPwSnkbX2QwS3O5+WVL/Pd9kMs9AiNtvaOPBZsnQsLnrc+lLQdxMK+b5FLCDGVBGCBfoH0bdqXxqFVB1ee3FwC2rUjoGWLw9ZkDcDq6LsZb9LSlsriJtaEeH8/G9FhgRS6C9mauRW7zU6j4Eb09/2Qjf9oBTtSy3/q/Xt3Hu6c09m1dhxj2jwEwJbUVMCQVeCiy6NzGPT2NhbtLmB/joORPVuwJ3cPY38ay52/3ckzS5856FwSe5MmFXq/wJqQme0fXGkPWHaBi4Vb0xjYIYZmDaxPTIOfm0++w40jPZ6C3bcQ19BaaRkZbKdX5z1EdniB0ecl4HXEEiAR3DbvNj5Y/0H13kibn7UBcVHlwaBSx5NNybm0jArmtuiVjPKzeshzi9wUON00jggivmMMkcH22veA9R0Pd64++IbJ6phgjClN71CYCV+Og9BGfBJ8DaEBfnRvUX7F+qebPyU2OJbH+z9eYXVerCuXZluqTvtgjGHa+mnc/uvtrEldw5b9pf+/QgNLP6B3aR6Jw+0hKauQ6AaFTPxtIibSN+zoDWHsKQ9wRpMzeHzR4wdP0bD1F2v/yqPM7XKR/uXdOP/+zNpzOKotCV5rWPfAACzPmcf/lv+vpOOiKvYmTWj3/WwihlWSSLyeaABWGx63lYTOGEKyNrPV25ye55Vm0t2ZvZMrvruCf879Jw6PNcfjpgFxXHJaM8BK27ApOYcej/3MrrR8liVkWBd6g3jl123syNrBIyvG4B++lqFdSiP0T5YkEB7kz9kdGvDvhf9ma+ZW/t3n37wY/2KVeUpy580j44MPKg3QGkcGkWYLwp2WhvGU/1T1waJdFDg9XH9ma9o0sn7J5zrczN24H+OMwVvUigB/G1PXTmVZ8jKW5b1Nx+g2DGt7LhEB4fQPeYxzWp7D88ufZ+X+lRXqrtSbA+D7/6veuUodw/ZlFXFp00xuzXieO+OsX/S5RS7yHR5CA63e8VNiw9ha2wBMHTc+WbKbLo/OIfeLO+C5UyBtC1z6OvN2uenTJgq7X+mf4XxXPhvTNzKyw8hyQ4/FwsTLJd+/SdGmTZXWJSK8cs4rNApuxOTFk9mYbOWDfOf63rx1Xe+S84L8/ShwekjOLqIoYCVe46VT2OCS45n5Xm7rcRuDWw4m13mQXtrEZdbepQfuW3qE7Vz2PdFFu7k/9QKwW3PcEjMLCAnwI9w39Frstz2/MW39NNILDz537WA7xNQXDcBqILvQhclOgtf6wP+zd97RUZXf1//c6em990YIvYTekY6CFAHBBjYUxYaIBcSGKCKKFVEUBKUrvUrvHQRCTyW9TZKZZOp9/7jJhGESCIrfn/iy12IBtzy3zMy95zlnn71ntwCTnk/Mw5jX8Ccah0lkdFEUeWf/OxQbipnWcRpquRR9u2mUvNZHshjKLqlg/r4UtOUmFuxP5UpeNV+qpNyExeiD2ZbZw1UAACAASURBVOiGJmgl3pErqN9wMwqPI2w4nUW/RoE8umkkJ/NOMrndZEYmjEQlV9V6zkW//ErRr4trDNDCvZ3ZE9wY2Zin7b5sOoOZeXuT6ZHgT0KQO2He1bOwY5WkTYAmESJzTs5hzKYxVJgrmNJuCpEekSSojGQVmvmg4wcEuwQzdf/UmwrdAeARckP7pbu4izsBZouV4tJSHsmaBk5eXEmUMgSlFWb0JgvOKumFEBfgyqHkQrp9suPWbWB0+bDg/rsSLncA9l8uQIOBUxevYI3rDU9t5+e8GK7k62yVkSq4KF3YPHQzjzZ4tObBXNwQRciZ9mGtVQ8XpQuvtnqVpMIkNqf9jptGQY8Ef1tjGIBGKUNvtGCyiGSZ99PApwFx3tVVktxSA4mBiXzc5eMblulw9gFEKbP3f4ULmwncNYki0ZX1ppZYrdJ9OZtVQkKQu927z2QxsebyGgKcA2ji16TWIS1aLRc6dES7evU/eup/OQATBCFAEITjlf/+QRCE/YIgvHXN+jotu1OQkq9j7PuzyfuyB2JpFgz8kgydQF6pgYhAH9t2m1I3cTTnKOObj6d1UGu7MaQ2WMgqLreVHn47nmG3TXZJBXmlJiqujiTCuRmHsw9TLDuK0uMEIDCqbQSNfRszs8tMO5/H62EpK6Nw4SJ0e/fiMXBAjdtE+Dhz0i+Oq/cMQKauTtP+cjCNYr2Jcd1iAYl3UIVVJzMBWDa2HQn+EWwYsoHJbSez+N7FNPRpSMWFC0xdMJGey77AWenMOx3eoUtolxqbAxzgnyDNDi1/zXD2Lu7i34CcUgNPy1bjp78EA79C4yF1YJVWmNEbzLZSUKtISbQ4OV9Hsd7EpN2TeHPPm6RoU25+ELU7JO+CzOP/1GXcxW2CQi5QgZpR2mdZHjcdgpsz+XdJF7JjXHUAZrKYsIpW1HI1ripXh3EK58+nfuopVre8D/2hQ5Ru3lLrMXtH9KZtUFvOlC+lXoCrwwS86pkuKPPJqrhI38i+BHpUk/MLddXcsWzdDZxKqjxN/6/U8Cu0iOteotik4HHjBIwoydcZyNKWcziliIaVclAgdZX2+60f+7P2M6TeEFtnaU0o27kTq1aLKjz8Hz39v5MB+wRwEgRhMCAXRbEdEC0IQlxdl/390//f4eLZoyxUvEe50cxzwhukBvbk0y0XUClk3NdUKi0WVhTy7r53aejTkMFxgx3GUMpl+LmoWLzmEKlnLqO0mCjSm1ApZIztItn25JRUkFVcgdXozxf3zGLrA1v5utMaKjIl5eMmoZ682+FdekX2qvVcS7dv52KHjuS8/z5OiS3xfvzxGrer6obJvpqLds1aRKuVCpOF73ZfoUOsD82vkZhIercPI1qFEezhRP8mQbYvtq+TL8PihxHnJX2cJevWA+Cik7hcbYPa8kriKyhlSjanbGbdlRvM2P0SwGK8azR8F3c0sorLaSc/i9anGdTrhZtGmnyUVpjQG6szYIOah9A41B0QKa0wEe0RzcbkjQz4fQAvbX+J0/k3EG9WqKTmlf/ffitleXBorlT2yjlz24e/WlxOaUXlBNBcB+NrQ+lNJ4x5pQZ6hlqI83dlxdEMiiqDmyEtQqkfKD1Hs3XZPL75cfqv7E+OLsdhDGt5OflzviPqyik2R7dDHR9P7kcfOdjLVUEQBKa0nYJV2574ymNc63uoUUqvfoXLFQQE+kT1IcC9ehJeUqkFtihpET2X90RrqIWbG9sTvGNgzfj/myyYxoM5cXO5R/c+gY0k7+O9l/L5odJqaVDzaveW1JJUApwD+LbHt4xtMvaGw5Zu347Czw9Nk9qzZLcDiptv4ghBELoDOiAb6ApU+dtsBjoCzeu47I5REhQvbUcuiBQ9sIqdS9NZN2MHAE93iSakkqSukWsY1WAUfaP6opDVfGsbhXjw5NLX8TTqMKnUzGj6ALp2XZnUtz4hnhomrzrDmcwSAALcpVq2j4sK0exZ53PV1K+Pe9++eA4dglOzZgiKms+lyvDV6egBMn+YiSoslOUVXuSVGvh8RDO7bZ1UcqYPufmXUbdnD7lRCbzV5mkGXrduY8pGjucep3t4d5wUTo47+ydIf+eeBb/4mx7rLu7i34hMbQWbzD15s2UDPAC3SpmWIr0JndGMS6U9mSAI9G5ZwmXlbC4WRvJUk6cYHDeYX5J+YfH5xWxP386y+5bZJjcO8I7+/y8AS9kF6ys7ure9D62fhB5ToS4Z9ptAFEU6TN9GiKcTf7zSBc26F+HCJum55OoPujxQOsPIJdIOsxqDNk0yTm/+MHR9HVSOljYV2jx+KXuYLVETGXu+OWtOSVWEvo0Cbccdv208qSWpTG432aHkpz92nMzXXsNSWEjOoE4UaS34T5pE+uOPoz94ENcuXWq8HhV+lGTdQ3wrN749+S3fnfqOMLcwfJ188aMT4IOpuDWbnn6KQJdAsjXV/sFVYqxRHlJZMqkwibZBNVjjqV1hyPeSJ6SpAmp4rP8tiKIkPFySCXPvAY9Q6D8Tygsh7QDJCWP5aG8RQ1pGMaZDFOv/zOalJSfp3TCASB9nuyTCuObjUAiKOvk6GpNT0DRsiCD7Z1latzy6IAgqYDIwqXKRC3C18t+FQMAtLKtp/KcEQTgiCMKRvLy8Wz29fwxzDT14wmsezRo24LW+9VHIBLxdVDzbNZassiyull3FWenMuGbjiPaIttvXlJNL4aJFGFNTeX9QY04//CLuU6ZS7h/MM6d+J8ZTCrSCKlPAey7l4aZW4KJWULZ3L5pNa2iTdYbHxVS0q1ejPyaVHUSjEUtx9Y9GtFoRRRFlUBDB0z/EOTGx1uALQK2QPv7sBhI5s2TvPr7dcZnm4Z60i/apdb/aYNFqqUhKoqheE8oNZswlJXbrH0p4iPzyfJ7Y9ARbUrdgtl5HcvSLh84Twfdu8HUXdy6yistZZ22LWwspax3ooSHYQ8O8vcmUVZhxvoYUfKxwEzKFFhVSOdLXyZfxLcaz+v7V9Ivqd8MyCd7RUHDlv60FVpgMv46UXvAgOWeMOyzJ1jQcBPu/lHwxq/DLcPh5EMwfAD/dC/P6woFv6nSotEI97WRn6Fa6mrdWHoeY7hDfV/LezDwhNV75XqOanjga7pkCUZ1h32w48JXDmAazhZDSUwBENmiFxSoyZZWUuYup5GQdyTlCUmESryS+wr3R99rtb8rJIePZZwEInz8ft27dMJit5Mc1JnbL5lqDr3Kjhc+2SvmNegFuNPFtwuC4wcR4xpBXnse67Jmo/Tfg4aQk2kvKEjUKdmdIC0lyoSoAa+DdAICkghtwc0NawKOrwT2o9m1uBUUpUjPWV21hwQAw6qRu35ju0ro5nWDBQCyHvmfW4rWIIrxwTxzRftUdwTvO5+HrKmX0juYcZfmF5VhFa51NtU1ZWSiCAm/P9dwAfyUDNgn4WhTF4sqLKaM67nVFCurquswBoih+B3wHkJiY+K94shSVGTiaVsxz3RoB8HDbCB5oGYrOYMZdo+C1re9wrvAcm4ZuspHuq2C4coWUEQ9iLSmByW8RPGoUT776EAC7i2U0nT2F+CvHgZaE+0izpws5ZXSvVO4t+vVXyrb+wdTK8TJXgWu3bjh/8zX6Y8dIe2w07v374zFoEHlfzEbu6UnorFnInGs2F70WqsruG53KGUVwEFeOneWqXwTvDmz4l9zfBScn/CdM4JAihHfmfsXViWuJ+Lb64dcioAVvt3ub7//8npd3vEyMRwxL7ltSfc+UTtD9zVs+7l3cxb8FoiiyfP85GgrJuMnNgBKlXMbHQ5vy5IIjmK2iLQOmNWg5XrAHU0krKoz2vzdfJ1+mdbqJCXBQM8g7D+YK6bfzH8PZzBLitk1CnrobWUgLaaEg2Dw1GTwHojrZB6D6QhCtkqyNIK/8u255hsPJBXyk+A4TCvod78KMYUMQGg+tfYdOL1f/+4fekjl651ftNpm6+iwNLUlYVUpimnSEFZLUQ48Ef6J8XSg3l/PO/ncIcglyCL4ATBkZiFYrYXPmoI6OIiFDKgWeyy4hspEUOBmSkx1khj7ZfJ5fD6UBEB/ohrdLe9qHSALgVtHKhzuXsLB0JUFe1fdOIZcxc1hTUgp0tgDMU+NJsEvwjQMwkLJf6QfBJ0bKUv1VmMphbndJXT+2JwQ3kz4/jQfc/5VUgj75K6KTF4N3BXMyq4IYPxdbo9j59/uQ+N5WSg1mfFxVHMo6xIvbX8RF5cJ9Mffd5OASRKsVrwdH3NAj+XbhrwRgPYDugiCMA5oB4UA6cABoCpwHMpBKjDdbdkdAu3Qsk+U6WiR8Z1umUcrRKOVsTN7I3sy9TGo9ySH4KtmyhfzZsxEEgaiVK9A0aGC33rl9e7avbE5YPenHE3BoJws6uhPUqjlRSik7FPTee4hvvIH++HHk7h4oQ0MQlFK6XRURgcegQWh/+42SdeuQe3ri/dDDdQq+QCqBqBQyjGYrqohIii9cIqGJuy34u1XIVCp8xozGsieZs74xtNixgfITJ3BqVl3OHFpvKINiB7E5dTMhriEO9wyAS39IfIIbPfzu4i7+hTieXkxIyXF+Us+AzJYQ0Q6QyNbLxrZj4vJTNA71pLCikPcPvI9ZNGEqTrSJZF4LURS5VHyJIJegGknZtHhY+nO7UZYrBXWe/ywB+Ub4M0PL7K8/Y65qI5+ahlJS3JdJJotdQxAAzR+y//8TtRDTtVdh0+vQ7CGo58ifraioIHvTp4TL8tjbbAaGAyou55UR6+9WtxMe8AW42Rd11v+Zxa+H0tjjl4rMvSmonYn2c+FKno5nukqc33JzOZ1COtEtrJud5lfF+QuoY2NwbtmSmPXrUPhKZP24AFdkAiRlldKnURAlGzdy9cWXiPhlEc4tWtj2zyiq7jr3drHvkpcJMlr5dWNuhjuhCfaVDv3Ro/gLRtLK5YhWK4JMRoJPAmcLz974+iuKpWxV/5nQ6om63bNrUFJhYu/FfJprNxOoL+Bgq89p0/8xxw1d/aDDeM5llXAyezdPdoriiU7VFSe1Qk73BH9WncjEzcXEc9teINglmG96fFPzu6YGCDIZ/i++ePMNbwNuuQQpimJnURS7iqLYFTiBFIQ9LAjCp8AwYB3wex2X/bthKIWDcwhLW4VapaRxSLVgntFiZPmF5Uw7OI0GPg0YET/CbtfSrVu5+vx4LDodQR9Ocwi+AO5rGkyzObPpP1TSXylZu5bAaa8TmpvCxS5dyJ87F4WXF8rgYDz698e1U0fUUVGoQqUZhjIoiOAPpxGzeRMhsz8nZuMGPO5znEXdCGqFDIPZgjkkDL+iHEYkhv6l7FfeF19Ssr6SgK+WsyqmI4KXN3mzZztsK5fJ6RvV19YGbNdOLYpSOn/ty5B/6ZbPA7Phr+13F3dxG3Axp5RYQeL4XM9jbBTiwfoXOtGlnh8HMg+wPW07jzcci9UQTEmFI5H7dP5pBq8ezN7MmzhKWG6jXtHVY/BZEzi/Ufq/vhAu19EX8DbBbLEyaeUpxsg3kmwN4BvrAH7al8KwOfsx36pcB5IMhFHuDFmn4JcHYE5n2Pu5JPwMYNRT+kVHnjP9SIlvC4LaSA1Ux1KLbzDqdfCrJ2VprsHxtCLiFdmElJ2ByA4AfPtQS4a0CKVxiCelxlK8Nd681vo1u455w+XLJA8ZQsl6yVi7KvgCaeIf5evCuWyJ3uHauTOKgABy3v8A0Vp9b4zmG9+nqkD2Wlsiqdw5jgdWfsaEhW9RulH6DgyPH86zTZ+98fW7+EmZqlLHBoK6YOGBVJ5ZdIwZ689ywJrAK6ekd9zSI+nsvOBIRbqQI2mTPZAYZuNKV6FPQ6l0WMAuys3lTO88nSBX+/LojYTLrTodluLiG25zu/C3GGaVgVgJEhH/ANBNFEVtXZf9nWP/0/gzNYfy73rDhokkyWI5FfEoMll1YPL7pd95Z/87BLoEMq3jNAcbINdu3Qh6/z1it2zBrXv3Go8hCJLzvayS6Of30otY9XpSHhgGJhMubdvV6VxV4eG49+qF3LPuRP0qSAGYlczeQxjbfQLxgXWc8V2H0i1b0K6SNFOcVAoqFGqEQUPR7duPuRYunyiKvLf/PT46/FH1QkGAe2eBXAHfdoA1L8LpldUPyxuh8ArM6w17Zkn/t1phRixMC4Hp4fBhGMzr8490T93FXQBcydMRL89EdPaV/E1rQd+ovqwetJrnW0gvtpoyYAk+CbgoXTiUdaj2Ay4cCr89/bfP24bNk0HjDgmV5Zpj82HRA3Byyf+Ma7b4cDpXMnOJUJeyzNIFZ40TE/vEcypDS07prZmXH00t5MG5B1hwvAie3Q/d35KuY8sU+L2yE06mwKDTMtf/DdzHbSMywAcPJyXH0uy7+hYfSmPp4RuopyetgWWjbfdJW25C6xyJcO8s6CiVK+sFuDFzWFMOZu+l38p+pJWkOQyj27sPzGY0DRJqPEz9IHfOZUsBiMzZGf8JE6g4e9ZOsyo5X0eAu5o/XqmZI1YVgAVX8o8rzp0jZegDiCYTpwc8ilt5Cbr9BwDJs7hfdL/arxukUq+zL5TdQLLiBkjO0+HjoqL1oHGMME7Gu9IwfOLyUzw6z/H7n5yvQxAkLctrIYoiXeL9aBCi4Vz5GjqFdKK+d327bUq3bedC23aU//lnjedSsmEDF9q2w3Q18y9dy63gtlD8RVEsEkVxqSiK2be67N+KHXMn4lRwhvL753Ff+dsEh9rX2IfFD2PN/WtYcu8SYjxjbMtNOTmYsrIQ5HI8hw5FkNfsz1gTNPXrE7t1C/6vvkrA5Ldwatzotl1PbVAr5BhMVs7jSr6zJ5EFaQ6q+DeDaLFgTElBFSPdhyqOi6FNpQHx7j017rfrYj5bknJYfG4JW1KvKR14R8NTOyCwMRz9ETa+LgVmN8K5dfBNB4mUXK+3tEyXJxE4PcKgyQho+iC4h4CPpG9GSdaNxzy/UWp5v4u7qCMu5+lorMhA8K/55QlwrlBSMQ9zC0MuE3BVK2rMgClkChIDEjmUfYMAzNUfLm25LVmwrQeOQuoedE3HVBOqWz4GQU3ht6dgWS3ioLcZB5ML8fb0Iv+hP/jB0o8yg5kYP6kEezazhFlbLtQ5E7b8qKSzuPZUlsST6/wqPL0Lek+Tng1AhShntGECxoQhIAjIZALNwz05nmafAZu08k8mrjhV+8H0BXBmpZTBT1qLW3ESHk5KaPkoOFVPjo0WIx8e+hAvjRe+Tr6Owxw5gjI4GHVMjMM6gIRAN1IL9DZ7I/d7+yP39UV/+LA0vtlKelE5wxLDbPftelR15lYFMHmffY5otRKx+FdkDRpx2jsK3eEjtu21Bi0zj8zkUtENqgtuAVL5+hax/XwuhuNLGe+0geGJYTzYOoyrReV2PpZ6o/33OzlfR4ink11J+kj2EUauG4nBWsr65+/h655f8HHnjx2OV7JuHVatltxPZtZ4PqbMLBAElAF/jYpzK7irhH8d8koNmC1WVlvaM9H0JA2WaBBFaBAkaakYLUYuFkndJZEekQ7lutyPZ5B8/yCs5eV/6fgKX198Hh+D96hRN9/4NkCtkGG0WEkt0BNlKaXokVFc7NyFrClvU7Z3702DMWtFBUW//IpoNKKKigQkyQoAXXAkYd9/j9s9NWcAH513iLRLXYn1qM+EnRPYnLK5eqVnODy+Bd7KhTEbpQCsOA12z4SktfD7OMhNQhRFjmz4CXH5GPCtR8mY3YhVs3e3AHg5CcbugX4fS3+G/iCZx1Zo4Zv2kLq/9ovbOhW06dKDetObUJRax7t6F/+/IjWvmBgxRSIP14ALRRd4YM0DLL+43LbM11WF5fIlcj//3PYSrULrwNaklKTU7lsX10v6Lmccrnn9LWDjBimDclRdbVmDkxc8vhk6vAhnV0HGUfudynJvbwkU0GVdoKmfQFywLwZUNArxsPGY3l17hs//uMjuS/k3HafCZGHtySycVXJOpBfzzY7L0gpBgHbjsA5byHtrz7L5bA4XxVA7rlTzMC8uFl9hR9p+8svzSdGmoHA9g9p/na00laPLsVnNAZAwQCpDbpkCS0YxOeNp7mWn3TlZRSvTDk4jvTSd11q95uD1aDUY0O3Zg0uHDrVeV5Wu1/nKMpwgCKhCQ20Zm7RCPRaraLOQqwn1A9349qGW9EgIQDSb0R8+jFvPHmjq1cPXVc2fvtGYUpIx50v3WRRFlpxfwtILS2sdE9dAKK17bsVssfLxxnOM/vEwPeVH6F+2EoAQTycKdEabHBM4loOT83VE+bpQYixh8bnFTNo9iSc2P0GZqYwSo7Rfc//mNXInvUaNQhURgf7QIUzZjudrys5G4e9v41r/k7gbgF2Dnw+k0vGD9QyevoyLYiiHPPtzf7MQZgxtQtd4P4wWIx8f/piha4aSrE2229dcUEDxSokM7zliBDKnO6MrSaWQYTBZyNKW4xrgS8hns3Bu3Qrt2rWkP/4EuR87ziCuRdn27eR88AFyDw9c2kklU5dKoclyi5VTgfEYnBwfBLb6utWJJ2KnE+sZy5xTc+w3EgQpWKqyyNgxHf54F5aMghMLYdlojqUW4Lz/UwrVIZzo+DWJX5zl66oHLUgzT3kNvSaiKHVL7ZpRc2kl7QDkJUkZM30hHJwDh+9mw+4CuLgVvusGG16zK42bLFbSCstZUX+WRPauAb+e+xW1XE3P8J62Zd2yTvHgt5MoWryE4yb750aPiB44KZxYcGZBzecS003q9ru46W9dkiiKhFtSMIsyLlhD7FfK5FLHn5M3pEtlKbJOwheJ8EkcLBwk8WVrgtkAuht77l0Li1XkyeLPmVIwESeVnKVPt2Peo4l4OUvBUXqhNLFdc/Lm5aFNZ7IpNZiZOqAhAB9ttPdP3HA6mx/2JPNx5XIvZxUn806Sok2hRYQnCvcjPL/9Kbot7cZ9v9+HU9jPKNxPka+TxE8n7ppIu1/a8dvF36TnmbM3vHIBXjwNT+1kossHJHlW+ysaLUZ6Le/FiosreLLxk3QIcQyydHv3YtXrcevdu9brql9JEzmXVX3PQz7/nLCvJRmMpCwpAImuJfsFUtDWp1EgCrkM0WLB5+mnce8lNSf4uak57SMR2/VHpCyYp8aTRr6N+DOv5rIdIJV37/us9vXXoKDMwEM/HOTrHZcZ1SqIDsrzVIS0A0EgoTLZ8czC6mD/UHL1d0gURZLzdIR6Q98Vffng4AccyjrE/bH382v/X4lwj6jxmBXnz2PV6XBu0Zywud+BKFKydq3DdqasTJSB/7wEBfxFIdb/IvRGM8s27WCb+h0yTQEME97k+0db2fyzCsoLGL1pNMnaZIbHD7cJ1AHkzpxJwdzvAVCGhuLzRM3K8/9GVHHA8koNBPp64N6nFe59+mCtqCBryhQqzl+44f7uffuijo1FGRpqCzqdKzNgpzK0/LL6IK8Yk3hg1mS7oLTMUD1rzi0RGRw3mO9OfUdBeQE+TrVokA38CrpMlDJRBRfhxK+s3XucJca36aCRcWTFVYxmK8uOpNtslGqFkyd0eU3qjNo4CfpMl5afWgonf4XknRKxtNlIULtJ7e7nN0Cv929yR+/iP4WSTMkeSxQhsiOsfBLO/AYIkHlMKnfHSBne9EI9BqsMeUxX8A9zGGpL6hbWXF5D/+j+eGqqS1KxRemY5ArmPvwea1ansrt+tK2tPtg1mB96/eDAY7FB4wHh7aSgsMfUv3yZhTojs82DWWHpTLeSGsp7Gg944CepOxJArgL/+hDdBY78KGlvjd5YPdkxVUimyElr4LexkmZW97cciOrXIyMnnxbCeVICRhEItI6SeHTXVhoaBruz+UwO6YV6wrydySjN4LdLv6GUKVHL1ajkKtRyNetPuxHkoWFg0wBOZ/myYG8+BrMFtUKOxSry6RapET+jSArqnNRmJu2ahJfGi2+6/4SxsDMKYyyNI020CAvmu235WPRRpBdW4OfqxOhGo5lzcg5T9k3hl3O/8FGnj9DrfAjxDEDn5MPSgqsMiajm1KrkKu6PvZ9Yz1h6R9YcYLl06EDo11/h0qZ1jetBIs67qhU2Ij5gK5edyihmyqrThHg62QK1m0GmVuP71JO2//u5qbnkGUpZj/52gUgjn0YsTFqI0WKs2X+4lqxvTfhu9xWOpBTxTX8f+qZ/DNYivLuMBqBLPT+ifF0QBPhxdCsmrTzK4awzXCyScTj7MPuvHqHUcA/x/v609HuJRr6Nav99VKL81ClSHxuNR/9+BL33HqrwcMLmzsU5saXDtubMLNS18O9uN+4GYJVYcewqo0wrCdToCRj5MSeD2+KuqU5Bfnr0U9JL0/n6nq/pFNrJbl/Xrl2xGgx49OuHpkEDBFXt5tj/NqgVcgxmC9klFTQPr34pyDQaAidPxpgmkUQtxcUYU1NRRUUhc3Ulb9ZnqOvVw+O+e1HH2St1B3pocFHJWXgglSBdIU32/saUid48+PqTNAyWHsBVOjMAaQV6Xm09lOHxw2t1EACkjJhXJHhFkuneGENWPr8cMmNAw5aroFZYGJ4YxpIj6ZQZzLiqb/L1bvuMpLp/8FspG9ZvhvSCKU6DTq9I6tbqyodYfD9JgTvvQrUO0V38t2E2wtftpBZ7tTs8sRXkamj9lKR6/lljyD5tC8Cyk8/woWIu8S7THYZacm4J7x98n8a+jXmu2XN26/zLCshx8mJNWgXhJdkUTJpI8KcfIXeVMseN/RpLp2M1Ixfkjl3K7cZByVX+DlIK9JhRkCoGsvdSPkmVRsZ2iL6G0O2fAMMXSv8OaiqJoabsku5Fzhn4oRcM/1nSKms2Eg59JwWu9XqD0gX6fChl1q5DftJuIgQz8tiudss9nKqfxa/1qc+jC9fR9Yt5bHtuNMXWAuaemouIfSbbq/RJGoW0Z2/WHn4vfAmniHC2pXhy5LwTGoUzl/N0DG0ZyvKjGSjcj/H20ZkUGvJ5r8N7eDipaB4SwvE0Fw6ehNRkk6W89QAAIABJREFUDRa99Hw8lFxIi3AvQtUt+anPT6xPXs9nxz7jhW0vcebIaKzW6nPVG82czj9Nrj6X7uHdea65/Wd/LYypqagiImpt2qqCIAjUD3Szy4AZrlzh+Nc/8aypPjJfPxY90cZRsqMW6A8fRhUZicLPDwBfVzUWmZyLD4+nVbNqKZLm/s358cyPHM89TpugNo4DFadDyh5IuLf6uVkL0gr0RPg40zfrG2my2/M9mzyIQi5jwwudUMplHMo+QJ7XZLLRMbiyxyDSNR6wEuXnSpd6dZMqKvp1MYJCge/z1aK9rp061ritz1NPofBz5Ob9E/hvliBXPw+Hf5D4PXXgJ+gMZn7dcZz7FfuQNR2BIrqTXfB1RXuF1ZdXM7rhaFvwVbptOzkffgiAc8uWBL7xhmT7cwcFXwBqpYz8MiOFOiPBnvblD7mbG04NGyKKImlPPU3K8BFcaN2G882aUzB3LoYLNWfH3DRKXupZj/wyI6d9o8lx8qLR8R0M+mov+y9LqeRifXUAdj6nFLVcjUKmwCpa69T+2/vLw3Tb1xiD2UrnetKDI8LHmTbR0ow5t6RmjzQ7CAL0fBdaPCK9REAKup4/Ks3Wva5JZcdXGp9f3Ow4zl38N5F5TAq+Eu6Dl05LshKD50iBurM3vHIOOoyXeFCGUrxOzGGwfA8Rvo6ln3jveJ5q8hTz+8zHz9nPbp1nST5Zzt4EeWhwMhtQ7/qDol9+sdvmSPYRuizpwpmCGjp46/eTLHn+Blx3v8tkxc/E+blwMbeMvp/vrvvOjYdB/0+lYAvgz2WSoGZAY/CNhQGz4aEVkpr5pT+k+1hD8AWgvLwZkyjHv3E3u+Xyyg70iMAyfk19G5fIL1H5/cHpqyU08W3CqUdPcfzh4xwceZDdw3ezacgWsnMiiPZ1IdYzlq6BQ5BrrjJx71iW5j/Kj8kv4+cm550BDdEE/4pTyFL8XQKY13seiYESB27JU+34ZpSkrZVdUsH47rHEB7ix91I++y7l0+PTXSw9ks2guEFM6ziNSOeWWEWBdvUUhIekofQ8SJIwjYfWP8SnRz/FdAPPyPxvv+Vyn76U7dpVp1teP8iNpOwS27PSUlSEx9plxGgzWfFMeyJvwP+6FqLZTNqYxymcP9+2zMdVeocVFpVizMiw8YBbB7XGW+NNjr4WqYmrR6XO0qKUGx/UYkJflCm9b3p/AM8dkX5H10CjlCOXCVhEC65CJD66MczoPIOl9y7lofBPARlRPnW/xrI9u3Hp0B6lvz2xvmDej3bXDuA5ZDCunTvXaey/i/9eAGaqgPRDsO5l+LEPfN8dtBm1bl6kM/LwDwfpXLYBNUaE1k/Z1l0quoTOpCPaI5qv7vmKp5pUr8v/6itKt/5hp71yJ0Ill3EptwyAttE1t80LgkDo7M8J+uB9/F+dgNeDDxLy2Wf4vfxSreM+1j6ShCB3REHGmugONM2/zMTDC1l7ROLOVWXAInycOZspPUjOFJyhz4o+/Jl/A54B8MUfF21t+yq5jEHNJTN0i1W0acLk1rVd3dlbElGsEnSUyWruuPQIlboyTX+tueIu7kCkVfKd7ptdc+msapb/bSf4MJSEzBVskHXCw89RCbyZfzOeb/48yho8CyPffpOgcc+w89VuJPtHkV2/BYXz5mEp09m2ifOKs2kPOsBqgYLLoLs5Mb1G6AuJvvIL7oKePo2r9ZIqTHXshlZq0DV5FLPaU8oIHv1JyoS5XhNoxvaAF05KQWurSorGhU323DFTOXFZa9gub4u7uxfX448J7fGM/JU/C07RM6IPhpx+XMgptWUEFTIFzkpnPDWeWIzuGE0Kov1cCHcP5/EG4ym7+Dpi9mMY8npgKQ+jaagPLmoFXeJCSNAM4Zd+P9uCL5D4sX0bBxHkocFNreDxjtEkBLlxJU/Hr5VyFGtOSFy0DiEdiJaPQIaCBzoaKHL/Gk3QbzhryhnTaAzf9/q+xs8eoHTHDvI+n41b7944NW9ep1teP9Cd0gozmVppoqmKljhbMeX5dQ6+AIxpaYgmE6rYasqGWiHH01mJ245NXO7RE3O+NGl2Ubqwfdh2BsQMqHkwd+k5jLaGbKwowsnFsOQh+DiGNwomE+KukJ6rHvacw1x9LpP3TgagY0hHEtWvYSlrSq+I3uTk+3AlT4dSLhDiVTeedfHKlVjy8vHo399hnf7IEQq+/8EWZFpKSiSumOHW5E7+Kv57AZhSA8/sk/zC7v8WcpNq9QJLL9Qz5Ju9nM4sYVgDF8nTK0ASTD2QdYCR60ey96okgtg5tDMahfRyN2ZcpeLMGTxHDP/HzTr/aaiV0vn7uqppFub40KuCMjAQzyFD8Hn8cQJen4R7n943FGxVyGX8+FgrAFbEdsH8+DN0SDuOz9plQHUGrH2MDwU6I1naCsLdwikoL+CHP3/AaDHWOvYX26tbod8d2JC4SrXqCpMVfzdJ7TinLhmwW8XYPdDl1Ztvdxf/DWjcIbrbDfW8AOjxNnR4gXy5P9s9hzis3p62nbMFtSuJ+7VvS8/hvVEpZIR5ObGj7QAsxcV2WTAPtQf9o/uz7so6tIbrJBR1efBFC0kv76/gz+UorRWsdb6fe5sE2xZfydPdYKdqmCxWGr69iUU/fydp9ymdqzmVtaE0G5Y8DN/3qJaDUTrxsvsnbPR3zOaJoshXp9/jivYyH3f6mFn3vE+EW5xNkPN6XM6TJpVRldnIQA8NWJ3RmJoQpxqMIWcAzcKkkuKcvh+xdPhUFNc065Tt3CkFJ6LIK73imT6kCe5OCsK9nckpKmPHEekZdDStiLzKyd6ZTC0xfq50C+/Ez31/Zl7veawcuJLxLcYT6FIzqVt/+DAZz45DXb8+Qe+9i9ytbrythKAqIr7EA1N4eVHm7k0D7Q10ymqA4aJ0HepYexqJr6uaXLnEQ7QUVAf2MkGGKIqUm2uYiHpXKtIXVTaoWa2Qe07SZ5wRI+nVZZ7AkjCQacZh+HvWfK3TD01nY/JG2/fcTaOkrMLM8mMZPPbjYebsukKEj4stK3ozVPz5J86JibjWUNp1798Pc14eFZWaYGU7d5E88H6MKSl1Gvvv4o7ngH236zIl5WYm9L5GdVoml3g6fvXgwobqLrfzG6E0C/QFFKecwHzlGG8QiscTi4mO7AtGPeml6WxO2cyXJ74k0j2SZv6OxMLSjZJCsXvfvv+LS/xHoVZIpYCeDfzr/IWuKwI9KhWKBQHfp55ku1MAP6TIKfz9T7IrZ249EgL49VA6h5ILub95CGObjmX28dk8suERZnSeQZi7I5k52EODj6uaX55sg1ohp8JkwddVxZv9E/CvyoCVGNiVsYsFZxfgpnRDo9DgqfakoW9Duod1d2j/rjOsVolv4+l4XnfxH0PiGOnPdbBYRZKySmhU5YzRbCQAT1/qg9N1vBuraOX9A+/T1L8pn3b91GEsc34++uPHcWndGrmHBxE+LhzSBvN4504UzpuH90OjbNZiQ+KGsOLiCnZf3W3vG+gaIPGqCq/8tes8s5IUeQQWv4bEB7qx+aXO9Jq1iws5pTQIdq91t2K9kaHf7reprq86X86jjftA34/ty/c1wS0QRi2TRF63ToWEe7HU68/2Ak9GtHK0QBIEgcSARFr4t7B5GtYLcGXD6WxS8nUOWZ/kfCl4rDJoDnDXsGBMaxKC3HFWyTmaWkRiZO0TzpwZMzBeuozM3Z1W9ephvHqV/EH3E9aqP5MP/Ehi7nmsDZrwtSKW3ecb0atxMFuTchnUPAQvjRdemtrHroIoiuR+MhOFry8RP/9s4/zVBfUCKgOw7FLuSZAskJIjGtLwwlFEi6XO+pOGSxdBEFDHRNst93NVk1kkfe/MBdUdiGarmZHrRhLlEcX0TtPtJ+HOPhJXsup7eGoxbHiNS30XEYYSdYtH4N7POZRcxM4DBxhZw3frcPZhtqRuYVyzcXiopd+Xm0ZBaYXZjlbSMbbuHK3Ad99FLC+vMVni0lpqdtAfPYZTs2ZUnEtCUCpRR0c7bPtP4I5L35y+qrWVzFLydUxbf44vt1/i4BXpS5JeqOdMplbS8jqZydZGM9B2fkfaee9nsPZF2PYeZZcPkC4LoWnHfrSKlGa4Cy4up9/Kfnx27DNaB7Zmft/5+Ds7irFp169H07SJzRLoTkaVIXevhv9s262vq5qBTw6haXwoq45nsjUpFx8XFR1ifXHTKDhQ+fk92eRJPuv2GVeKUxm46n7OF9pbhoqiSKa2gsQIL1vwqFHKOfJWT/o1DmJz2u+4uWeRUqBDZ9KRo8vhfNF5juUcY9mF5Uze/Q45uluwGLkeq5+Hn/qBUX/zbe/ijsaqE1fp/PF2B9HPBftTuPeLPbbvbBUqTBY0SvtHalJBErnluXQN61rjMfTHj3P1+fEY0yWaRLi3M+mFevzGj8f70UewVlS/dBr4NMBF6cLxnOP2gwiClH0ovMytwGi2knz5PKTtZ621HRE+0gs30scFhUyw6UzVhoUHUrmUW2YLOtNcGsPIJTcPvqoQ3QXaPSu9qJc8xIbf5lNhsto6HwE2p2xm7RVJKmBkwkgealAt7xFRyQHq+skOB97oxdwy3DQKfK7R9upczw8/NzUuagWd6/nhrKrOP5iLisiZ/hHGdCmDFDprFoHvvYt7715YTUacExNR+PsTHezFwvq9udpvOM5GPeNPrsC0aiWvr5QyKM381Jjz8jDn52MuslfSvx6CIOD92KNS5usWgi+QskJh3k42yQmA0yEJWBQqTJl1V3CvOJuEMizMQTbJz01NGtIyc151BkwhU9AtrBvrk9ez7MKy6y9IapIqyZTkR7ZPQ+scRv/lZXSzfI25/+cgk7HrYh5KuUCH64Kok3knmbpvKkEuQTzW8DHbcleNArNVJL9MqoooLWbGuBZR8ONPFC5Y4OC0IlosGNPSKF75G/qjkpRFbf7ICj8/VBER6A4dxKrXo9u1G3Vc3P9EAwzusAyYxSpy7xeSqvrU+xowZ9cVVHJJSHT7+TwifV3o9LHkW9Yk1INTGVrkzldAVsHHfR9k8NCfeHL7VA6m6HF2VtAi0hU4T59LqxgYO5DOoZ3J0mXxYP0HCXev2YhWNJvR1E9A06jh/+qy/1F4u6rwcFLSPqYW6Ye/iaquRKVchkIm8IXiHBVlp/F89lmUEZGoFDLaRHlzMLnQts894feQdy4bucsl4jzjMFlMbEvfRvvg9hiMKoxmq0PDwOHsw3xy5BPOFpzFPbANSVkJjO/elSejmzKgqVRW+XbHRT7aeogPVl1l7iNBTNg5gXHNxxHtcQuznWYjJQ2yI/Ogfe0dTXdxh8Oop+NvbdhnHkGWto1NFgKqy1svLTlBt/r+vDewEXKZQLnJgvq6DNiaK2uQCTI6hdh3TlfBlCHxZVShEg8m3NuZMoMZfWQcvo3snTDkMjlvtHmjZp0jn+hbsthadiSdmZsvIJRc5fPwB1ia3oaHKwMalUJGtJ8LF7LtA7A/Uv/gdMFpxjcfjyAInM4sIDQgj/lPtWTx/hI+/+NiZRBad/cPuk+WLGysZj49EEmbKA19G1VPBuefkQjSdhm/SjQK8SCm+CpdM45xZvRveLo5IWqc2TTgaVYey6Cfazll26X3gTElFdFoQObmZhO5Lj9zBtFoxHD+PLkzP8Wq06GKjkIVFoY6Lk7q7n7gAbtjthBF3pk4lDZRPsgE2Ni5H/G//cisihC6CGW0eWUyF68R4Xbp0pnAN99EFW7/PjFlZaEMCvpbVZT6gdWWRAD7gptQ+HJnWofVPTsf+OYbGNMcy5a+rmp2W6Tg1Vxgzy18uunTnMo/xYeHPqRbWDf7ppJ+n0hc2SPzQJvO86bXsQKZ2goavr2JP6f25lRGMQlB7nZd6lbRypS9Uyg3l/NR549sdB+Qgk2Q/B8bFCTz4YlF6NYUowMQBDwGSJy00u3bKZy/gPJjxxCNUrDm1KIFEQt/vqGTiluvXhguXCD9mWcxXL5MyGez6nz//i7uqADsaGr1jGLqmrO4aRT8Pq4D76w5w7y9yWxNqu7OOJVRSEz0OXIUv3DfQR92zyhGcV9bzpWcQ3Az4enuTrZeg1qupqJS2ybSI5LXWr9W6/GNKSmoIiMJnvbBP3eR/2OM6xbLqDbhtmzS7cZHQ5vw0VDJdFsQBASVkrIdOyjZtAmvESNw792LNpHebE3KJaekwkaiF82emLWJXMnXUyJeYMLOCQS5BDE2/mPAiqebDlEUEQSBK8VXeGHbC3ioPXg18VUuXm7Iz/uyGfzNfq4Wl5MY4UWwpxO5pSZEsydbk3I5fjWdPRmH2JNxkPn9vr+pjowNkR2kWd7VIzfd9C7uYBSl4COUUi6qbXpTVajiL2rLTfxyMI17GwfRPtYXg8mK5prf0bzT81iUtIiBMQNrLUmZ0tORuboi85DKLVVZqLRCPe46LQjYdW5VEaCrvvs2eMdIdlwWc83Cw9fg4JUCXl1+iihfF5LxYVjaIAA7UnO9ADdOZhTbjvX14eV8m/Qufk5+vNDiBWkcw7uYvdPpuXwmgZpoZE73kFKgo35g7WXLKmjLTZgsVnxd1dD+OS7llnJl7S5Gd4iyXdeV4iucyj/FhMQJNY7RL8aduKM/YNLpKC4NwaJWkFdawfvyznSK8+XZw/PJ+NHeSFwZEmILwLKnvmPj/ji1aEHg1LfR1LuxxEyVf28Vtgx7AXHnNpR+Prw18h7cvXNRRYQjiiKm9AyKV6xwKAeWbt1KxvgX8Bv/PL5jx970XtWGhEA3/kjKsQW9BRUWPF1UWLRaipcvx3vMmBvydAGUwcEog4Mdlvu5qSmyKvCc+BourVvZrZMJMp5v/jx7ru7hUPYh+kdfQ24PbwOiiH7n52SoG7GrohHDEkNYeiQDg9nKhtNZnL5aQr/GQQ5jzuo6i0CXQAd6iHulbdLxSznMP7YIF193Aj76QFIdkMuRe3ggiiJFPy/EePkyniOGo6lXD1V0NE5NmtyUp+3/yssYMzLIfHUiwR9OswnS/i9wRwVg6//MQqWQMXtEc8YuPMoXDzanQbA7HwxqxPQN5ykpN/Fct1jMLntZm/4jucZiHkuJoP/Oy8BKOLGSucD+OWsY0yWW/G++ofSPbch9tpEdfhnfsU+j8LHPBIkWC+WnTpH/1dfoDh4kZt1ah9nMnQxXteLmelm3Ed6jRuHeuzd5n8+maNEiihYupP2IR4Am7L2UT7i3M4mR1SWILG05bWMaM6fnHCbsmMDbxx7Gtb7AF+cCuK/RJkRR5Lltz6GUK/mh9w8EuwazT53Pz/uyuVoszUTPZ5cS7OlEWmE1qVhX7kTu+SdwjpjLuD/GsajfolqJsg4IaHTX0Ps/DrHwCgKQIgaQVqin/TXrUgp0dK7nxycPNKH1B39wIaeU9rG+DiXIENcQBsQMYGr7qbUex3g1A2VYmO1FeW0A5vzUYDzuvZfAKZPt9imqKOL13a/zZJMnaRlQKSTZaAgENwduLuFypZIf9e3AIN6ct5ajYj1EZHZZ8PgAN9aeyiKvrIRntj7Pee0xrBUhzB8oaX8ZzBb0RQn0iHuA1rEyFpz5BeeIucw/LefDwHE3PYeBX+4hpUDP9MGNOZmhJaTSFLpng+rf4O+Xf0cuyO1f8NdA1OtRh4awruvDfJklZWvqBbjyU78Eusb7Y+wZhOW5cWC1oAoPR+ZiX+YLnPo2lsIiZM5OODVtiqC49efguBEduditKTMSAlDIZTDJfgLv/9KLCCoVVoOB3E9mUn7sGBVnzqBp1AjvRx655eNdi/pB7lhFuJRbRoyfK0V6E4HuGrSrVpE74xOU4eG49+xZ6/6FC35G4e+He58+Duv8KpuZjAMfwKkGuYd4r3hcla6cLTjr+PnknMG5PIsFpj6AQLsYH5YekUrs3+68grbcRItwD47mHGVL6hYOZx9m8b2LifZ0rERY9Xriv/6AZmG9qZcQiVvgQ4T07IrTdRUoQRAIn/fDzW5ZrVCFhhLxy6KbBqy3G3dMAGa1imw8nU3Xen70aRTI6Xd62wKHWH83vn9Uah9OKkhi2NpZtAlsw4j6I6g3fQXGcBPizC85veMQjSlldHsphS/38kbu5YUlL5/iffsp2biBkJkzcWndGqvBQOaEVynbuRPRaETu4YH/yy+j+B9ZFPyXofD1Jei9d/F5+ilK1q7Ftf+9uH1/hpeXngRgxTPVr7tivQmlTEn74PYs7LeQ0UvmI8j1vN1uADJBetl1Ce3CyPojCXaVZnLtYnyY0Ksesf5ujF14lCWH00kIcudyno74ADfO55SSra1ANPlSnvEwpU4/MHTNUD7p8gltg9re/AL8G8D59RLPQaG+/TfoLv7Poc1IwhNIFQNsSukgZYNS8vW0DPfCz1WNp7OS8zlSSfL68lvvyN61Kp5XwZRxFXV0tatGqJcUgKUW6GkcFIQpy9EwXiVXcSDrAA18GlQHYIGNpD91QJWJc9TJT1mkWk4XwyyeGdAZT+dqvlRcJcn7rd0fcq74OCrtIAqzEun96RHi/F15Z2AjDPnd6dWjGQMbhnBf1BDafPkuXjUJdNaAlAKJQzmpkjvlrJLTPNzT1riTVZbFqkur6BTaqUbDapAyg1HLljKoqIK9y04ytGUowxPDpEAIbjpRdmr492kkMX6utRpeAzZdyMyJr1G6aRNOzZvj99JLeI0aWSsvqa6oUrpPyiqx+e+GeDnh1XkkxcuWkfXWZNTR0Xam3rp9+6g4dx79kSOUbduGx8CBNQZgvpVaYPmXUwnIV6CJt88MymVyVt+/uubPxr8Bo42vstMqaStGXaOLl5RVQv1AN7Jlq3l34xxUMhUdQjqgNWgdxhJFkYzxLyDu28fCuaNw7dAUaHrrN6qO+F8HX3AHBWAnMorJLqlgUmOpVFRb1ibBJ4HZ3WbTMbQjSpkS0ztNMOfm4dQojrjG9q22XiOG4zViOCD5RGVOmEDp5i24tG6NRatFf/gwXg8+iDqhPm49et4yUfIubgxVaKgtBd9EcQhT6mUOBTawcWwAiiv1wqxWkW1/Qmpya8bfE0en0OoHwvVlY0EQeK679Fn7uKjYeCabjWck09U3+yXwwfokWyOHtSKU73ss4tPjHxDgHFC3E28yHCLagXDH9bDcRR1hSVrHBWsIWlztbLPyy4yUGcxE+rogCAL1Aty4mFOKKIpUmK1olDLmn5mPwWLgicZP2CYJtSHsqy8RrdVZK41STqC7hrRCPcpaAjAXpQv1vetzPPcaMr7VIimKe4RL4qc3QLnRQlPhEqrTi/nWOoBsfAi9TlOpSagHMgFOnU3AYIafhr/I++uSOJFezMkMLa8sPQFUd+N5O7vibe5FnlZJijaFmUdm8m6Hdx1Kr/llBlsH9LXQGy30vq4RyEvtxdgmjiU6a3k5xctX4NK2Deq4OGL8XPnt2drNq/8NCHx7Cr5jn0aTcPssbiJ8XNAoZZzLLrVRN0I8nREUCkK/+YaUEQ+S+tDDOLdtQ+gsideUPW0axkuXkXtLVQb3AffVOHZVBowvZ5FZlE30mjWO21zD/TqbWcLQb/cxpkMUL/aIY7u1eeX5ONE01IOPhzRh7Z9Z7LqQx8S+4bx1dBJdQ7syvfN0XJSO71VreTl5n89Gt2cPAW+8jusNzMnvZNwxAVgVIfRGrcNV6BZeraKs9Pd3UL+tCZr4eKJWrcKilbRH5B4exO7Yjkyjucmed3E70OfMNhr9uYsH+r9HWkF1h6FWL5Ep/ziXy/vrkgDoUMeGAVEUefj0OnY5h3MsIB5XtYIH24TzxbaLdqR/Y7kPP/X5qe4n6xt705fcXdzBEEV2yxI5IVfi66rCYK4WJE0pkMp3VbIH9QJcWXUiE5NFxGK1kGLYxpLj8+gc2vmmwReAKjLSYVm4tzNpBXqUwUHojx933AnJFmbZhWWYLKZqgc+fB0teqd3euOExdUYLrymXgmsA7QZNo8WmNJqGVduQbUjewMm8kwxL7MfiwwAdaRzqwcjW4ZxIl3hhl/PsZR5AemnnlxkwWAzsydzDtIPTmNFlht2xX1x8gj2XahaMHZ5YTR4Pcg1ixYAVyK9TzNcfPUr62GewlpbiPWYMARPvDF0+hbc3Cu+b6MndIuQygfgAN85ll9g8i6t4fKrQUMLnfkfe57PtMm2hs2cjKBQow8IQKyocuh+rUBWAlbl44HbhdI3bFFYUMuPwDO6LuY+1B93QGy18uf0ScQGuKOUCgiDw27PtEQSBYa3CiA1wpU/DQHSKk+jNep5r/lyNwZe5oIDURx6V+FwPDMXrwQf/1n36N+MvT+EFQfAWBKGnIAj/E9OkAp30IvZ1rVvJRxRFsqa8Tcn69XU+hiCTofCSAjyZWn03+PofIqdhIhqLiRm7v0J36BDOlYrzVYTn9MLqoKzZNZ6VNcFcUIA5L4/sKW/T++QmHj8jtbEPaRZE+ZxvaGPOt71IADZVZseull3lzT1vcrXsJr56ZqNkMpybdMvXeRf/fpQZLUzKuQdL01E4qeRUmKplKKr0papsUOID3CitMHMhtxCnsPnsKvqGhj4NeaPNjYMgkLrwChf8bKd4DxDu40xqoQ5FUBBWrdZhPUDLgJYYLIZqayKZXBKM1eU5bHs99AYTzWUXoeFgmsaEsfLZDrbnqlW0MuvoLA5nH+aN/vV4sHU44++JQ62Q24JOmQCezkqe7x5r17zj56omr8xAvHc8zzR9ho0pG1mUtMhmwWO1irbgq1WkF6PaSCXC0R0i2T2xG14uKrQGLVP3TSVZm+wQfImiSM70j5C5uRK+YD7+r9ZMzv//CfUD3UnKKqXQ9n6sLiNrEhII+/Ybgj+obhpTR0ejCg9HEIRagy8Ab2cVggBajRuW4mJEk6ONkqvSlc0pm9l3dZ/dpPlkuhaTReSFe+JsuowA/l46RrYJlwK2QWuJ9453GBMk3pdLmzb/j73zDo+qzOLw+01NMpNMeu8JNUACAaR4KW3LAAAgAElEQVQXKdJEEdG1YgXrWteyrt21rC42BAXFtooCKooFpCO9EzqhhPTeM5lMu/vHnSQMCZBERIH7Ps88T/KVueemzJw53zm/Q9RHHxL24ovnTBLiz6BNDpgQwg/4EegNrBRCPC2EWOV67BRCfCCE0AghMk8Y7+ra+7wQYosQ4r3WXLOk2opBp25RibOjvJycvz9A+bx52PLy23KLCucYc3Iv0gLi6ViWxTVfvMxD2+cBUFpjZVdWOUv3yRWufz/pRf9kJKuVjGuuJX3gIMoXLGB3TDd+jusLwI3tvCieNYuHF7zE/4Ky+Wpydwa3D2L5gUIA1ELNj0d/ZN7BeWc2+Oub5ObCChccu1fMBVst41PC8XA1q68no7gGjUo0HNnV50q9tOlZNMaDDAueyiejPjll3lI9toJC8v71NIXTpiFOEkCO8feioLIOXf+BhL3yCkLd9GU6JTiFLgFd3DtGGIJa1I5Iqi2nFN9mm8qnFaWRV5PHLUm34OPhwStXdeXhEfK6KJUFJIlLO4aw8clhPDJSfgO15eWRceONRIg6iqtke27rchs9gnvw6uZXGfnNSI5VHCOrTH6TfnlCV764ow9DOsgnE+2CvRuqTJdkLOGb9G+aVVqvXr4cy+7dBN1zD4bevf+UnJ2/Gh3DvCmtsXKsuAadWnXWqtk1ahUBBh0lWjmy5ihvqp2oU+tICkxie+EOth0v4/LkcKL9vfhhl/wB1ter0XFal7OO8QvHN2i6RXo3r6EpSRK6qChCn3n6gj12PJG2HkF2Ax6WJGmjyxnbLEnSiwBCiHeBT11r5kqS1JCgI4RIBQYgO27PCCGGS5K07EwXW7Qrlznrjrl596cj7+mnqVq1muB/PIr/rbe09t4U/gSESvD4wHvwttbQpTyLpPbhxGkMfLs9m293yP/Q118SzcMjT/GpyWrFsncvXt27E/PZp5T+7wu8R47g/pWVHC6s5ulxnWnXJQ7HurVkTZlKwOy3YPZb3B8Zx21dbyG/wkKoKZRh0cP4dO+nhBpC+VuHvzX/Iq/RgXcYlLeu7YfCeYC5lL6b7uM+w82kRk9Ar1VhsTk5VFDF7DVHKa+1EeXvhUatYkXmCspstYCE2haH+XgH+iddcUbHwGk2c/z663GUlRH5zttNkrGjXZWQBQERtJvQvDxKoGcgc8fNdR/0CmyRA1bi9GKyz2yW9RzcZG5xxmJ0Kh1Do9ybYUuShPmuO/g2tj2J175O6bPP4Kyupu7IEaxHjoBGQ9SgckoroWbnLgwpyXw86mPW5axje+F2Io2RLN0n29YlwgedRsXAdoHc2j+WYZ2CG64x/9B8En0T6eTfNFeqLj0dffv2mK644oz3eLFQL/mxNaMUg/7sSgkFGvUU1rjEWEtL0QQFNVmTEpzCZ3s/p9ZRxeguydzcN4abP9oMgJ+rqEOSJF7f8jqR3pEMimza5FpyOMiaehfO2lrshYVEvjf9jHIgFwptcsAkSVoNIIQYhOxMveD6PgIIkSRpqxDiHmCcEGIosBuYCgwGvpEkSRJCLAFGA6d1wEqq67h/rpwHUa+Eezqs2dlULVtOwNQpBNx+e1tuT+FPwNul9fLG7YPolxCAt4eWrt/9RuCid9G0b0/EqOGEDXMXoHTW1oIkIfR6sqZOxbJ3Hx02b0IbEUHI44/Ji1auBmTNHJBz+2K+/ALzpk1Ur16D3aGmssqLXdnlhJpCebH/i9gcNl7e9DJBnkEMjxnevMG+UdDKvmsKf31spZlogdDYjqhUAg9Xq6tvtmczf5tcSn9pR9lhmJ02GyEEgcbbWLdddhhaEqEv/eILbDk5RH/6KYZLejeZj3ZFgzILK4nMP4omOBhtWBhmq533Vh7m7iGJDUVINocNtUot55sZAlskj1JT58Cga2qnw+lgScYSBkUOwqhzr+yzZmRgPXaMuJtvwui0Ubx3L/biYjy7dcN3wpUYhw1jYy7csOh1Mm9eR/z3C9HHxTEwciADI2UR2oWHv8MrZjH/3T2ffiV9GR03mmcvb6xE3FawjQOlB3im7zNuTmx9a53Au++Wta0u4COp1lJfCZlRYibKv2XNqVtKkLeePXXR3P3mNLQhzRcoDY4czMd7PsYQ9w49YsYS6uPFR5N78q/v9zTYtrVgK0cqjvBCvxfw0blrxNWmpVEy52Nq1soC694jR+Io+x2dSs4zfk8OmACuBcqA+gPie4H6ztdbgOGSJPUGtMAYwADUJ9iUAk1+q0KIKUKIrUKIrUVFRTz49c5W2WXZvRuVl9cFnbh3IXLX4AT+d/slXJYU2qB8PO7SbsT1ScEvbQtVTz3B4WHDKXrnHRzV1UhWK0evvJKDPVI5kNQF84aN+E8+ta6Oj2fji7ZQqzH060fIk08Q8+iDIARZx3KRJAmD1sBbQ98i2DOYFZkrTm2wKQrKM8/a/Sv8+ZRU11FTKPex8wyKBWSHymJzsOuEnMEoP08q6irYW7KXgREDSQxuTCTWaU7/kio5nZQvWIBh8KBmnS9obLGTVVBOxrV/4/Bcucn2m0sP8d7KI/ywU241szZnLf3m9uNIuasF0eDHYOJs+evyTLkRMshyKcWNDexHls7lyeqmzbLNdjNDo4ZyZeKVTeZqd8oSMV49e6Ly8iL++4W0X7eWqJkzCLjjDvRxcbQL9mZhwkCcGi0lH8xq8hy55RY8tVrqHBam75zO2O/GcsPPN2Bz2sivyefe5ffip/djbFyjrpQ1I4Oj4y6ndrecCK7SK7IvJ+Jn0BHqyrMy6M5uTV2QUc9RyQuf0aNR+zafd3sgI5CaY/djslxJqI/8waFfYiArHhlCfJCRtKI0nl73NCa9idFxTVX/7UVFmLdtxXvUKDru2U3kO2+f8v/iQqTNvzFJbr51rxDiRWC8EGI+MBR4yrUkTZKkOtfXW4F2QDVQ76YbacYBlCRpFjALIDC2k/RbejFvTEomu8x8Wr2VenxGj8Y4ZMhpEwwV/np4aNUMaOeeN6M2mQh/7TVZDHdXGoX/+Q/FM2bie+3fUBuNRL79NtWrVmPevAldYiKB99zT5Hnre8Sd6o3Rx0NLV6mC1Kefo8LyOL5XX41apeaTUZ806Io1i28U7Fsol/+r/pguAgrnjopaG6kvLePViC38DVD5yQniHloVxdUODp7Q8iXM15Mt+VuQkOgT3ofDvirkz5NwpqwkoVIRNfP90y7089Ji1GtYm1NLL70HC5enMWpiGb+ly0d4Xq7oVYIpAavTyqy0Wfxn0H8QIa5o0qEl8PWN4LBCx3E4Cg8g9b0Xjatyt13dbkIpbXJdb503z/R9psm4JElULVmCytsb3QmaUifTLcpEuacPJfGd8dizu8l8QW43hrQbxn/HJZNfk8+SjCXk1eShVWkJNYRyR9c7GBk70k0JveSjj7AXFCD+oE4dFwIdw7zJr7Q0nCKcLYK89ZRU1lKxbj0e4WHo4+JYebCQuABDQ0HGU9/tASIYHBGFxW5hR+EO+ob3bXgOH50PBq2BVwe+2tBeyGmxcPyGGwm89x68hw3De9iws2r3+URbk/AfF0LUhxt8gXJgILBJauyK+rkQIlkIoQauBHYB25BzwEBWVMs43XWq6+z8e0IXrk6N5MHh7bk8+TRviCegOF8XFkKtxqtHd2Lmfkn7TRvRBMmOmkfHjgTeNZXoOXMI/ec/m829eX58F+IDDQ3HOs1hjI8lJyCSgldexVYgJ/tH+UQ1qcJyo9edcM9GzvyWq3A+UOaqIjMXHMUs6fHwkY8Z9Ro1R4tqqLE2JuKHmTzYmLcRL40XXQK7EODKTU2O8mV4p+aPapxWK+XfLUSSJPTxcejj4ppdBy5Vb38vlu0vIE9jxN9SyfrDxVRZZD2yel2yMGMY93e/n8UZi/l83+eNTxB1CYx6FXrdAQd+RF16mI82FYIkQXUhifZDFHk0ipRKksTMXTNZl7OuWXvMmzZRvWoVgVOnnLati4+HloQgI+k+4ViPHnNrJF5YaaGoqo6kcPkIKtQQyuSkyTzR+4mGNXd2u9Otz6XkcFC1fAXGoUPPqn7WhUZ9HpjhLHc0SYnypc7hJGfKFCq+WwjArR9vYcgbq6i02NwaoHcON/Hp3k+ZunQqWVWNqRmxplgWXL6AlOCUhrHqlSux7N37u4VoLwTaegQ5C7hJCLEGUAO/ApcBa05Y8wLwObAT2OBKtl8LdBdCvA08AZyURepOuxBvbrikmcazChclQgjUJtMZe3udyIB2gax4dMhpc3MSQryZ3m0CzpoaqpY2piR+uPtDXtr4UvObTBEQ2A5aYYvCX5cyl97cp46R3GN7AB9XArFeq8LqcLqtDfXx4HjlcXqG9kSr0jb0+R3eMRiVqnmHvOT998l78klqd7YspaK+yjLXEEBMVQGbM0pxut7wThSGvb3L7QyJHMK7O96l0lopD3r6Qq/bYex/cd6/kynWh3gvOw4WPwFvtMMkVbIj9JqG51h0dBEzds5gZZZ738R6vC65hIh338H/llvOaHdKlC+bNIHgdFJ36BAgi69uz5T7+HaNNLXo/gFqt2/HUVqK92na6ShApzA51+pst5Tr3y4QSaio9Q3ElpPj5nDd9NFmt7/DMV1CuTLxSnRqHf9Y/Q/e2f4Oj615jIq6iiYfjCt+WIQmJASvXu49Ji9G2vTuIUlSmSRJIyRJGiRJ0j2SzD8lSfr2hDV7JEnqJklSV0mSnnKNOYHhwG/AaEmSjp3uOvoz5FMoKJwNEoKMHNAFoAoNw7xlS8N4kbmI79K/o8bWVIcJaw1sfB9ymxfKVDi/qNebOy6FssqZgslTfjOrd9y99Rqu6y1HjUJ8PJg9cjavD5JFRvu7mjOf2MP0ZKrXrsMzNRWv7t1bZI/W9dq33z+WmMp89qfnUmuTo3DVlsY3PiEEdyXfhVNysqeoqWBmrTGKX5290OFA8grAOuRpJtS9gDVCzrMpri3mtc2vkRKUckrtMiEEPiNGtKhXYvdoX9Z6x+H55QI8kpL4fmcOPV9axn9/PYTJU0v3qNNr+J1I5dKlCJ0O48ABZ158EVMfATvbR5A+Hlq8PTRU+QVhy85u+PsD2JVVzq4sWbT8v5OSCTDqCTGE8EK/Fyg0FzJ792zMNjN6dWPOnr2oiPwXXqB6zRp8xo5t0qT8YuScK+FLklQLLDjX11VQOBX1uYV1HZJQ7U5rGL8s9jK+PPAlCw4tYHLS5KYbFz8Olz7taoKscD5TZraix8p49Xo2ODs3FG3UfwjsFmXi+fFJXNUjAg/PKsDQkKs0qH0QO58Zga+Xjto9e1H7eLv1IXSazVj27SPg1ltbbI/epf21IqoHaYEJlDnVOFxO4omRB4DOAZ1Zcc0KTPqm0aUaq7y2GBPzvQaSGutH2uLV3Orqufja5teotdfyfL/nm1XuL5oxA0dZOaFPnVlYFuQImFnrwS6VL7FqNQtdEjLphdX8rVdjn8aW4HPZZehiY5s00VZwJz7IgKdWjb+hZTJNrcHXS0uZTxDhmbsbHP/kSBN7ciu58aNNAA1H8ABj4scwPGY4u4p20T24OxpVo4thzcigeu06fK+aQOBdU8+6recjSohJ4aInwdXG4/DISUTNmNEwnhKcwsCIgby57U3W56x336QzgF8sZG0+h5Yq/FGUmW1EiGJe186ilziIj6sStz4Clhzpi06jokJsZ8y3Y9iSL0dKnRYL1uxsPLIz5O4bTz/NsQlXUZvW6MhXr1sHdjuGfn2bXvgUPDZK1v8qMASwNzAexwn5iCc7YACLdpRTWGVpUJ2vx1zXGLVYfqCAAlcfxhAfDw6WHmRxxmKmdJtCvG98k+e0l5VR+tEcHGVlLba7Q4g3nlo1GRu3k/7Aw5SWNRYv3Nw3tkXPUTZ/PjWbNuOVmor/9de3+NoXK1q1igV39+XOgU1/h78XX08dBd6BOIqLqSyUi0BuGxBHtxOOkv283B0/nVpHr9Bebs4XgFevXiQs/oWwF19E7eMuR3GxojhgChc9YT4eeGrV7NUH4tGxUfhSJVS8Pvh14kxx/HPtP3FK7rlAdBwHR1aApeIcW6xwtqkwWwkTcmVgHgENjpeHq/ouOcoXp+Tk5U0v086vHclBydTu3sPBnr04MnwEGROvxpqRQdR701GZfMh76ikkp/z3Yjt+HLWfH149e7bYnlCTB+9d3wMAITn554Hvue7AUkA+gnzll/1MnCl/KDhWXMO/Fu5m+JfX89S6pyi3NEpm1EfAhID0gmqOuXpZhpk86eDfgZf6v8TtXZrXS8x/4QWcViuBU6e02G6NWkVisJE1mw5hX/ILurTGI/r6XKXTYc3OofCVV6n4/vsWX1MBksJN+Hr9MRGwjfE9iZ33NTUaOS/RqNfw6lXdSI40MSk1kk5hp3emJKeTkg8/xHr8eKvydy8GlJ+GwkWPSiWIDzJwpLCK8oULqV7bWA1m0Bp4e+jbfD7mc8TJFY+drwSnDQ4uPscWK5xtysw2EvSy4/LmnY06VPV5NSlRvuwp3kNRbRE3db4JnVqHZd8+sNsJfuwxYr6aiz4uDm14OCGPPkpd+mGKp08HwP/224n54n+tFhCtP1KShIoEWzkDc+WoWnWdnQ9WH2Xb8TKKqupc/SkFdbUB/HLsFwZ+PZAZO2fI6vWu6s3uUb4cK6nh9SUHiQm2US3JemdXJF7R2Mz7BCp/+YWqXxYTdO+96Nu1a5XdUf6epAUmYFFrufLIb9yZqOfT21rWOqjozTdBCALuvKNV11T4YzB5allVpubTMgPVdjkJ36jX0CHUm+/vG8Drk5LPqH1nPXaMwjf+i3nrtnNh8nmF4oApKCDngR0prqF4xkzKvvzSbS7aJ5oo76imbyARqbIga/Ghc2ipwh9BmdlKrFZ2wMKiGrWuJqZG8uUdlxDi48Hq7NWohZqBEbKyu70gH1Qq/G+6Ec+kRkV378suQxsZSfGMmTjKyxFCoI9v/fGQn6HRMdJ17kxkVSF6nGSUNBaFbD5W2tAgvC7/cu7v/BpDo4Yyc9dMxi8cT6WlDlQW1KGf0atzDp1jagiJX8Qti2+huLb5tkWSzUbBa//Bo2tXAu5ofTeRKD8vbGotczsMp2vxEa56+2EucZy5RZKjspKq5cvxuXzcaWU6FM4d9f0cv/3yV6zvTwdJarXchfX4cQD0iafWkLtYOedJ+AoKf0USgoz8sCuXvZFJtP9tGdbjx9HFNEqg/HT0J2psNVzTobF8H5UK7tsCWkV37nyn3GwjQlUmN7TWNFZumTy19EuUqxzXZK8hJTilIdldGx6O98iRTSJbQq0m6oP3seXmojK1XHbhZPxPOFLq0DeFkkVf89++fty3ofHIu7i6joP5VahVArVKy/o9ASRH3kPPHkOoduRjsQJOD3Q6G2lV7wKgrlTzcOrDp2wYLrRaoufMAUGLKh9Ppr6x9rz2w1gRmcqXO97HmpnVrJaXZLc3XKPg1deQLBb8rrmmyTqFPwdfT/lvMLE8m9DV3xIxLKbV1ZbWTLljiPaEwhQFGcUBU1AAIly6S8/59GKudjWF094k8u23GuaXZy5nX8k+dwcMFOfrAqHMbOWnoDu4bFxTJfh6Zg6fSamlUUHe9+qr8b366mbX6hMS0J9GNb4lnJjT45vanRKgb/lROoTEcrBATm4vqLSwdH8BY7uG4e2h4YtNmaw6WMS9Qzvzj8uuYt5WWRTzmV6vctS8DUmS6BbUjUjvyNNeWx/f9ghUn/hGOY7Hbh5EwstXojYasOXmUrNhA0gSlkOHsOzegy07m5gvv0AXFYVn9xR0sbF4dO7c5msrnF2CfeQPI9uDOwCQWniwVXpjTouF6lWrUfn4nLKd0cWM4oApKACXxMlvGmUePuhvuJmq2e9Tu3s3nl27ApAclMzS40spri12jxxIEnwxCcKSYdjTf4bpCmeBcrMNTWgghJz6zT/QM9Dtdy9JUovymtrKibk1upgYjMOGofLw4IHh7bjni+0ALNyRQ7nZxoTuEfRPDOSuwQncPGczR4vkY0mzq2IyyOhLh5CmvfhOxmk2k/PQw/jfeiuGPpe0ye7EYG86hfkwvFMw1/SMahi3HDhA3lP/AkDo9Xh27Ypx6FAku2yj36RJbbqewh9HfZ/JfEMAJZ4m2pVnt+oIUuj12IuK8Lvh+j/0f+V8RXHAFBSQj03+M7Ebj32TxuU54fzUrx/OmsZcm66BsiO2u2g3Q6OHNm4UAizlkLnx9BdwOmHFi1CRBVe+L4/t/x5yd0LGWrltTMr1oLxI/SmUma2MrfgKsmwQ1VSh+3/7/oe3zpsrEq8AZOcrvf8A/G+6kcC77z4nNka9Jyf1j5Yk5t7Zh8e/SSOz1Iy/QceAdoFo1Sqi/L1ICDKQll2BJEnsya3EU6tucdTCsm8f1atX43vt7zsG/OWBgU3GDH37krh8GQiB2s9PaRl3HhDq0osDOG4MJqq66IwC6ZIkYT12DF1UFEKrJf67bxG6s1+heSGgJOErKLiorzqr1nlR89KbGPr0aZjrFNAJjdCwu7hpk2HCkiE/TXayTqb0mPz46WFYOw1qiqG6AIoOwILbYP078tj398CiB/6oW1M4DXV2ByprFcNyZsLxtU3mK+oqmJU2y61XorOqCkdpKULv0WT92SY2oLFnnmSzYS8spG9CQMMb4bhuYWhPEDjtEOpNTnktby1L54eduVydGnnGSrV6atavB5WqVZIZLUXl6Yk2IgJteLjifJ0nnOiAZRuDMdnMp41k2UtLyb7/fo6OGcvBXr2p3btXcb5OgxIBU1Bw0Tven+RIE7uyK1iyN59OIYaGdhmeGlk3qdBc2HRjWAps+RBKDlPjE89XmzO5uqsvJl9/OLoSfnxIXjfgIRj2rBzlMgbDlNVyDllAIix5CqrzwemA0zUBVzjrlJttdBRyojDB7keQkiTxzLpnqLJVMblLYzcEW14+ANqw0D/UtoMvjUJ1whve8ZtuxmmtI/arrxqqIa/tJR/z5T33HEKr4+6HHqH6vel8ZanA5mni9gHu+VxF707HNP5ytyKTeqpWrcKzWzdFKFMBgEBDY0HKrK7j+THQyG+nWZ/zwIPU7tyJ9+hR6GJi0EVE/PFGnscoDpiCggsfDy3f3zeAaz7YgPOzjzj05Arab9nc8Inv89GfN6uZRLRL4TxzPb/gxbHF77Bmax2XPzgDOl4Oe78Dn8hG5wtArYXwlMbnGP3qH3x3CqeizGwlSSWXyhPazW1uccZiVmSt4NGej5IU0Cg1Yc/PA0AT8sc6YHqNuzPuf8tkch58iPznn+f9G+7ncFENSeFypWX1ylV49eqFrjCPCRnruPzoOmxGH6T0T8j08SH8tVfRBAVRd+gQec8+R8wnHwONuWyWQ4eo27efkCef+EPvSeH8QaUS7Hh6BG8vT+eT9RkYdKd2GaxZWZi3bCHo4YcJnHLnObTy/EU5glRQOIlRSaEct6hwVlfjKClpGK93vtZkryGrMqtxQ0ACJE0AQzBFlRbu0iwirHqfPGcMgsmLYMLMluV32a1n81YUWkC52UaSyMDqEQDe7g7VysyVBHkGcVPnm9zGrdnZAGgjz+0nfJ9Rowi4ayoV33xLyubFTB0sV1rW7tmLvaAAz+RkdLGxrJr6HL9FdMPQPQWh0yHZ7dhy5L6MuoR4zBs3knXffWTceCNF06YBIJnNeKakYLryynN6Twp/bfwMOuIC5X6cY9MWk3Xffc2uEzodgfffh2nsmHNp3nmNEgFTUDiJYZ2CWWyQqyJt2dloAhsr3yx2C0/89gSXRl3KSwNekgeFgEmfyF+nLSJSFPOxcyI9W5tQP2soBLaDq2adhbtQaCnlZitxqjzqArugO+l3NiZ+DH3C+zRpVK2LicU08So0QUHn0lQAgv7+d2rWrafw1dfQBgfjmdqT7L/fj9rXF9OVcpHAmKsvZVXXLnQdGN8kZ8f/xhux7N2H9VgGKoMBfWIiAJ4pKcR+Nfec34/CX59Il0yPh5CoXr4Ce0kJmoAAtzXakBCC7r33zzDvvEVxwBQUTiLa34sqX/mN1Zqdg2dK41Ghh8aDIZFDWJm1ErvT7t5wNi+Na9IfxS6p+MHSjUesdrxOE7JvgjFEropUOKeUmW3cbX2G9eN6cXK3wiFRQ5rdYxzQH+OA/n+4bc0hVCqiP55D2dy5GPr3p/C/03CUlRPz2WeoveU7aB/iTfuQ5nsvagIDiZ6tOPkKLSfSTy4EyencC9YtpHrlSjcNPMnppGbtWrxSU1EZDH+WmecdyhGkgsJJCCEwxcsJyjbXUdOJDIwcSKW1kgOlB9wnyo6ht1fzjWMQRfg1aDG1mLBkua2RtZX7FH4XZWYrEip8/d2jWcW1xewv2Y/NaWuyx1FejiRJ58rEJqiNRgLvvBO1yUTg1CnEfP45nl27/Gn2KFzY1EfA6mIT0MXGUvj22w0thmo2bqLg3y+TNWUqVcuW/Zlmnne02QETQvgLIUYIIZrvZ6GgcB4TGebPkk5D8ejctH1KzxC5RH9L/ha3canTeMboP2F++D8QAj5dn0FWqZlqlxjmGQlLBiTI3/N7zVdoBUE5y3lDNwtPqdZtfEXmCq758RqKze59DCWnk/RBgyl68y3+CmgjIvDsknTmhQoKbcSg19Aj2pfOEb5EvjcdbHay77uf8m++JfOWWyibNw/j4MEYhw37s009r2iTAyaE8AN+BHoDK4UQQUKITCHEKtejq2vd80KILUKI907Y22RMQeGvhr9Bx8yky1moi6Gsxj0xPsgriI7+Hdmcv9ltfNXBIjLLrfztkliu6h7J/G3ZDPzPSh6dt6tlF62visxTjiHPJeElGxit2gRaL7fxoxVH8dR4EmpwT8y3FxQgWa1ow8PPpZkKCn8q397Tn5v6xKBPSCBm7pfEfP4ZpZ9+ir59ezps3EDUB++jNhr/bDPPK9oaAesGPCxJ0r+BJcBtwFxJkoa4HruFEKnAAGQnrVAIMby5sSa3558AACAASURBVLNwDwoKZx2Tp5Y6m4P3vljF/G1ZTebfGfoO7176rtvYjFWHCTd5cEVKOG9M6sYP98k5QnvzKprsbxbvMOj/YBMpBIU/Fn9zBpnqaLm5+gkcLT9KvKlpErs1U/570MUozYUVLk70cXEIT0+MgwcReNdUJe+rjbTJAZMkabUkSRuFEIOQnalaYJwQYrMQ4iMhhAYYDHwjyYkSS4CBpxhzQwgxRQixVQixtaioqI23paDw+/D10nL5sXXMWfoq+UebOmChhlD+++thvtqxDafkZHtmGVsyyrhzUDxatQohBN0ifZmUGond0cJcISFgxPMQ0/cs343C6QixZlKgjWoyfqTiCPGm+CbjFYt+AK0Wfbt258I8BYW/JCq9nuBHHsFnjCI70VZ+Tw6YAK4FyoAdwHBJknoDWmAMYAByXMtLgZBTjLkhSdIsSZJ6SpLUM+hPKPFWUADw89Kx3z8WAPWOrU3mNx8r5f2123lpx1TuX/oPdmWWAjC2W5j78xh0lFpKqbRWtvziGWvP3FtS4exgqcTfWUKJZ6zbcLW1mkJzIfG+7g5Y3bFjVHzzLf433OAmT6KgoKDQWtrsgEky9wJpQLgkSXmuqa1AO6AaqG/4ZXRdq7kxBYW/HL6eWo6YwskxBNJt23K3OZvDyYJt2Uh2H5zlQ1iT9yvri35GCAg4oXUHQK5jJdq4l/hsz5ctu7DDLrcumn+L3CNS4Y+lMpfjIpxib/diC51axwcjPuCymMvcx2NjiZz+LoF333UurVRQULgAaWsS/uNCiJtd3/oC7wshkoUQauBKYBewDTnfCyAZyDjFmILCXw5fLx2SUPF9wgASizMo3twYBbt65nrmb8tGp1Hz/KAHsNfEs6nic0zGWtQqQbmlnHd3vMukRZNYXToThzme4ZGyuvjB0oPk1+Sf+sJqDUz8CGqKYMP0P/o2Yf+PML134/erXoPypkeuFyzBHRnjeJOCQPdjX51aR7/wfkT5uB9NCiHwHjYMtcl0Lq1UUFC4AGlrBGoWcJMQYg2gBgYBnwM7gQ2SJC0D1gLdhRBvA08Ac08xpqDwlyPQqANgaXQvqjUeFMydB4DZamdXtpxUL0kSQzsGY8mfgFOyoQn8GYC3tr/FrLRZ6NQ6roy6l9rMW7HbPLE77Tyy+hFu/PlG0orSTq0jFdZNTsTP2fbH3mRxOvz0cKPumN0Km2bCglsvipZIkiTxU1oeNVYHJi+d29yHuz/kYOlBtzFnTQ0Fr75G7Z6959JMBQWFC5S2JuGXSZI0QpKkQZIk3SNJ0m5JkrpJktRVkqSnXGucwHDgN2C0JEnHmhs7WzeioHA2CfKWjxItGj1P9Z/CkevuBuBIYaNIqt0pEWjU084vDmvxMAxqfyRJ4h+9/sHHl33MF2O+4PK4awA1ZWYrGpWGNwa/gVNycsPPNzDym5EsPra4eQPCU2RVfKejTfbnHT9I9qo5sO8HOLICsjZDgas/ZckRWPosfDJOfv7rXMejGh2MexOyt8Cy59p03fOJFxftpfOCwdysXoLN4WwY31u8l7e3v83q7NVu6225uZR+8gnW4xnn2FIFBYULkT+0FZEkSbXAgjONKSj81ThReuCwfzSHK2Q19PTCqobx+gBWn/gADm0YQri/J0IIDFoDPUNlsVZ/g9zAu9SlJdbRvyMLxi9g2fFlfJv+LU/89gRJAUlNjrpIGAbH10NljqxPlTYP/GKhw+gWNfXOnv8EvapXuA9qPOBfBfLR5vbPIbY/XPqMSwDWRdIEOL4BNr4HMf2g07iW/LjOS7bs2MYzqgK8PY1cnRrZMP7ezvcw6U1c3/F6t/W2fPnoWBvmXmihoKCg0BaUXpAKCmegvZdE8NcfURt0HemFHk3mJ/aI5LMNx0mNjGwy5+c62io3N7az8ffw55oO1zAqbhQbczc2db4AOoyRHyoVZG2BJU/K48OfgwEPNV1fXQjf3wu+0VQl38HUmqnE1g3i0XHd6RepB2s12OvktePehBEvgL75XoGMfAmOrYZ1b13QDlgncRwk+MfkSRAo6xiVW8r5Lec37kq+C6POXVTSliMXcCsOmIKCwtlAccAUFE7BD/f1J6PEzA8bDpP6xQ8UdY0i3bcPoT4e5FdaGtYlR/mS/u/RqJqJTJk83SNgIOceSRL46HwYGTsSgLzqPMKMjW/sBdVW/A06tAARPeCxY7Dwblj5ChQfhp63QmRPOTK27m2cWgMiezNovXjsQDKltQGU0p4vj/vQr3+Ppjd3KucL5KPIES80hvguQCotNqKsR3Bq1aiCGisg95fuByA1JLXJnrpDh1AZjWhCQ5vMKSgoKLQWRQZCQeEUdIv0ZXxyOB3igsn38uPolt0cLqyiR4wvAFekNLai0apVqFVNHTCNWoXJU0u5WXbAJEni/rk7GPHmarLLzACszlrNmO/G8F36d4Asc3HJy8u5/N21cqK+Sg1e/nD5O9D5Cti/CI6ulC/gHQYaPY6idL62D+be6IUsLvJruP6y/QXUtLQX5Ym0vww6jGr9vvOAD1Yf4fF5Oxij2kSlXxfQNkY16xx1xPrE0tGvY5N9tsJC9B06NFHGV1BQUGgLigOmoHAGHh7RgePeoWizMsgsNdMu2Jtdz47kjUnJZ94M9C07gsdeub/jkaIafkzL40hRDZPe30BOeS09QnqQGpLK8xuep9BcyOHCagAO5FeRln1CGyPvEJg4Gx7eC/1dx5BxA+HOFaydsIkn7FP4eW8RkuvfetZNqVhsTpbtL2j9TTsdsiBs0aHW7/0Lc7iwild+OcCKfTkscvaluvcDbvNDooawaMIifD18m+yNmj6d6DkfnStTFRQULnAUB0xB4QyoVYLqsCh8inIQDgftQoyYPLVo1Wf+96nds5cHFr/DlZ/9G0d1TcNR5D/HdKSg0sJXmzPx1nnzTJ9ncEgOFhxawL7cRtX8n/fkNX1SvbesF3YC1a4oV5hJjuY8e3lnhncKIczkwQ87c9tw1wI+vwp2fNaGvX9dcsvlo+M6dLxlv5rA1CtbtV+l1595kYKCgkILUBwwBYUWUBcRS51KS0BtBe2Cm8+fsmZnU7VsGdZsOVnbWVtL4RtvNMyXzZ3L5xuPA3LlZGqMH6sOyv1Oo32i6R/RnwWHFrA7pxQPrYqEIIOb7MXpqHfAXr86mfYhRnrH+aNSCS5PDmf1oSLKalqp66VSQUCCLFlxAVFmttJOZHOZajOhBoGHVt0wZ7aZGTZvGIuOLGqyz7x1K9l/fwBbXjMOsYKCgkIbUBwwBYUWUN5vKFePfZES7wBiA73c5iRJovSzzzgyfATZ993PsYkTcVRU4DSbMW/ZwtrL72D2gJvZ3X0Ii3bJ0SgfDy0dQ33IcuWBAVzX4TqsTis78g/SMdSHhCAjGSWyA3bpG6t4fcmBU9pXn+fVNdLErw8NJilcVmofnxyO3Snxy57TqO+fioAEKDnc+n1/YUprrFyvXs7b2vfw93TP5TpUdojC2kKMWmOTfbU7d1L166+ovLyazCkoKCi0BcUBU1BoAZ0i/UEIvLRq9JrGqImtsJCMa/9Gwcuv4NkzleiP5xD6r6dQm0xoAgKI/+F7CgaP5pew7lRrG9+8fTy1mDy1VNbaGhTxB0QMYOnEpRzN9SE2tJaoAC2ZJWbq7A6OFtfw3spTR6PqI2AGndptPCnch/hAAz/symn9TQe0g9Jjcn/KC4Qys40uqmPskhLQefq4zdVXQHYK6NRkX116OpqQEKUFkYKCwllDkaFQUGgBveP8uDp9Jd2sxUBjg2ZtcDDGwYPwHjEcv+uuQ210j57oExLwyzxMrc2Bfl8ar6ydyfN9bsPbQ4OPpwanBDVWB0a9BrVKTXG5RJXFTob0NUdqa3F6JfPk8v3oQw7grAtBksY0W4VXU2fHQ6tCc1JemhDyMeQ7K9LJr7AQamqqY3ZKAhLBaYPy43I07AKgrMZKrChguaM7Pi6JkHoOlB7AV+9LiFdIk32W9HT07dqdKzMVFBQuApQImIJCC0gIMnJpjDe90jeReced1GzeTN3RowAE3XsvgXfe2cT5qqdejLXAbCel+AiXH12HVq3Cx0N2ACpqZZHWw4VV7MgqB+DS6OHkWtLxjPyCpfkfozXtQHJ4nVICobrOgVGvbXZufEo4kgQ/prUyGb/dSLh9GfhEtG7fX5ia6nKCRAXHpVCmDop3m9tfsp+O/h2b/IytWVnUHTiIZ7du59JUBQWFCxwlAqag0AKEEIx69UnKukRT/MEHZN48GeHhQbs1q1H7+Jx2b307oj2maJwhHbnpwBLKv+mHKUYW+6ysteHnpWX4tDUA6NQqpnS/lhu7jeLzLTuZ/ms5NpsekI8q5x6YyyVhlxBvanQgaursGPXux4/1JAQZSQr3YdGuXO4YGN/smmYxBsmPC4i6AvkY9/HrR0NioNtcv/B+RHg3dTYdJSV4dOyI77XXnhMbFRQULg6UCJiCQgtR6XQE3HYrcQvmY7piPBHTpp3R+QIIMMrSBQfyK3k99XoOmyLJe+pfRE+5mvDqIiprbRRV1TWsf2Rkezy0avw9/Hlg4KXMvX0IAGqVihprDe/vep+7lt5FZmUmNqeNwkoLP+zKxXGCcn1+TT6LMxazOms1GRUZXJESzq7sMnbltjIXbP8i2PrxmVXxLRVQ0YY8s3OI2WpnSbE/s3t8D4nDmsw/mPogk9pPajLumZJC3LffoA0JPhdmKigoXCQoETAFhVaii4oi/LXXWrw+OdIXXy8tu7IrQOdF0oK5RGTsI+N4IblpOiotdjTqRpmIyf1i3fb3jPXnqTGd+PfP+3E6dUy/dDq3/3o7Y78bi1alJcwzEaGZQI/ocB5e9TD5NfkcKjtEnUN26m7rchvXdruLlxdv58alo7klaTKP9HykZcZvnu3qC/k23LAAAhPl8cIDUHoU8nbiPLwCVe526DJRFoqVJDi0RG7m7XFmB/Vc8f7qo9glFR06Jrm1YioyF7Eudx3jE8ajEu6fSe1FRaBSoQkIONfmKigoXOAoETAFhT8YnUbF+GS5bZG/QUeHCD+M/fvjfZncB7KsxkpxtewsLbpvgJs2VT2B3q48sso6ugZ1ZcHlC3i056Nc3/F6DCIUye7N8+OTMOlNGLQGxieM56ORHzF37Fyu7XAt4b6e9IwORlT34JO9n/DT0Z9aZPsPHV9jW8pLYC6F6alwdJU8UbAHvroOVr/GnuwyjnS4E3rfKc8dXwdzr4Xv74H0ZfDxGNj3gzxnqZQjanXVzV+w+DAc/AUctubn28j8rVm8szydVxP2MrDiB7e5OXvm8PyG58mtbpojVzRjBkfGjD2rtigoKCjA73DAhBD+QogRQojAM69WULi4mdgjEgCjvjHoHO7ryWNp83HMfJuSajkCVu9onUxMgAGA91cfQZIkon2imZw0mUd7PUqSbipeOg0mTy3P9n2W2SNn80zfZ+gd1psugV0IN8rO30PDk3AWTkJnj+WJ355gyq9TOFpx9LR2z95cwnVbEynr8w954Jicp0b8EOhzLx92m8v4uhf4NXQKRPWW53xjILizfHz5xUQoOgAm+f7Z9D78+CB8MampvEXafPhgIMz9G7yb2ui0/U7Wphfz5Le7GdgukGvEUsTuBQ1zkiSxInMFAyIGEOkd2WSvLTsHXcSFU4SgoKDw16FNDpgQwg/4EegNrBRCxAghfhFC/CqE+E4IoRNCaIQQmUKIVa5HV9fe54UQW4QQ753F+1BQ+EvTLdJEQpABH89GB0yrVhHjCdE71lJSJbfICTA03+omPlB2wBZsy2bTsVK3uZyyWiJ8Pc/YJLp/YiC39k+k5PBtPNTjIfaV7mNF5goAskrNPL9oLw6ne65XjdWO1e7kubx+cOO3MOgxecIQiGXYi8zY617JCYBvFNy5EiYvouLqr1k67BeI6CHPDfoHjH8XMtfDjw805pYd+Bm+mwqhXeWm456+UFt22vtpCfvzKrnrf9tIDDYy47pkVAV7IKyxh2d6eTq5NbkMihzU7H5bVhbaqKjfbYeCgoLCybQ1B6wb8LAkSRtdztiVwDRJkpYKIWYCo4BsYK4kSY/XbxJCpAIDkB23Z4QQwyVJWvb7bkFB4a+PEIJ3ruuOxeZwG7d1ScF/7yYO7jlCsLcenUb+TOS0WCiZM4e6/QdQ+/sT9vxzAOjtVn7dW0Cf+MacpIKquhbre3nq1CDpuL7jZCa2n4hJb8LhdHDXV8vZl1/CVT3C6Rrh17DeXOdAqxZ8n5bPXUMH0knbeJ2fd+c19LasqD2p1ZHWA+IGcdnLy8mvPMyvkeG0D/EGIaDHzVCeCWtel5P3r5ghO2iX3AVDn5Tzs3rcDJKzxT/f5sivsHDrx1sw6jV8cmNnvDe9CTYzhDXKSSzPXI5AMDRqaJP9ksOBLScH47BLf5cdCgoKCs3RpgiYJEmrXc7XIGRn6mNJkpa6poOAQqAPME4IsVkI8ZEQQgMMBr6RZOnvJcDA338LCgrnB0nhJlJj/N3GNF26AiBtWMtVPRqPwAqnTaP4nXep3bunof3NfM1O/rf03xT99HODej7IOWT+huaPLk/Gw6XiX2dzYtLLqu77S/eT6fk8xoT/8tyWe6myVjWsN1vtXJYUCsDqQ0VuzzV/azZxgQYSggzuETAXFbU28ivlyN7ik1shDX0KBj4KJUdBZwTvUBj1cmNyvBBgrYZvp8L+H1t0bydSU2fn1k+2UF1nZ84tvQhNex9WvwrtR0On8Q3r0svS6R7cnUDPppkU9vx8JJsNXUxMq6+voKCgcCbaXAUp5POOa4EywOYa6wv4uZwzBzBckqQ8IcRnwBjAANT3UykFmkhOCyGmAFMAoqOj22qegsJ5gW/XJA74RXN32kKMvlfhtFjIeeBBqlevxjRhAuGvvNywNvmOG9i9fQv3rPqIXa+pmRMzhNgAr1Y5YHqt/JnLYndgQj4+rLXXIsrGU2s3c1gs5qFVDzFz2Ey0ai1mq4Nofy8Sg41sOFLCXYMTkCSJLzdnsuFoCX+/NJF1R0qadcAOFTQ6cpmlZvdJIWDY03Dpv+Svm0NnhIM/g84LOo1r0f3Vs2J/AcmFC3l+xGA6h/uA6W5ZWLY+T83FtCHTqLY2XxCg8vYm7N//xqtXz1ZdW0FBQaEltDkJX5K5F0gDxgsh/IF3gdtcS9IkScpzfb0VaAdUA56uMWNz15ckaZYkST0lSeoZFHRhiUAqKJxMqL+Rf/abwqpLryOmTw9UHh6oDF4E/v1+Qp/+l9taXWwsCXO/ZGNYEtL/PmHFlsO8s+IwVXV2/L1aHwGrp1doL2qKe2IrHcikmIfZlLeJ2btnY7U7sTslDHoNfeMD2JpRis3hZMPREp76bo+8N84fk6eWdYdLMFvdk+oP5ssOmK+XlnLzSUeU9Zwub02lhohUuZKyshUq/sXpBO96j1e1H5JS7spwMAQ0cb4q6ioAMOqa72Cg9vHBd+JV6JQPggoKCn8AbU3Cf1wIcbPrW1+gHJgPPClJ0nHX+OdCiGQhhBo5R2wXsA05BwwgGchoq+EKChcCMQFeDOkey4An7mtIoo+YNo2ge+5pOHo8EV+TF3kTbsbDbmVMxoaGcX9j6yJgdXb3XLT65PsOhqG8NvA1JidNbnCoPLVq+sQHUGN1sDWjjJyy2kb7/Q0N0a0Xf5SbWducNqqsVRzMr8Jbr6FTqA9l5sYI2ZebMll5sLBF9tLvPjCXwPsDIH/3mddX5MCHw7jk2HtkSGHorni72WVHyo8w+tvRp5XjsOzfj2X//pbZqaCgoNBK2hoBmwXcJIRYA6iBeKAH8JSr4vFa4AXgc2AnsMGVbL8W6C6EeBt4Apj7e29AQeF8RqtWMfPGVFKifFu854YbhvFTbB/WhXWlT7w/HUqPE5Z1CHtpKc7aWuzFxW45Yieid0XALCdEwE50xqosdsbEj8GgNVBZZwUcGPRqhnQIItCoZ9aaIxwrrnGtdmJT5XPngDgAfj6ylFsW30K/L/sx4KsBrC75gOiwMvwNOkrNFuYdnMfB0oP887vd3PrxlpbdbOJwmLpaTshP+/rM6zM3gK2Wn3xv4D3jvc1G2Mw2M39f8Xd0Kh2pIamnfKqid94l97HHTzmvoKCg8HtoUw6YJEllwIiThmc2s9Ste60kSU4hxHBgLPC2JEnH2nJ9BYWLmWh/L6anXA3AM31jUM16nLA1RaSfsEbfqRNx8+eB00n5N98g9B6oPPQYbR4IyenmdOVXWBq+Lqquo87uoNRSyC1Lb0bjMxgvXU8Meg2D2gWy8WgJtTYH4MQz6hOu/OEQ669bT05FO2btn4vF7mBi+4lkVWaxJmcVvl6e+HokUWHN5cWNcvcAz6j2WEsHIL8MtIDAdnD3evAOO/PapKuoDerKu18VEBLQfGXo90e+J7Mqkw9HfkioIfSUT2XNzEQfH9cyGxUUFBRayTlvRSRJUi2w4IwLFRQUmkUIwWe39cbbQ0P3aD8OfzKHkKIsLPv3I7RaVHoPPLt3R2g02MvKyH/+hYa9vsDr/rHU3dGnYSy3vNEBm7nqCOVmG/+ekIQaDVq/jXjpZIX7MF8P8iot5FZYGNY7g81Vh5jceTJalRY/Ly2W3OuYcfsI/A068spr6bd6HqNHdqParKWiyo/frlrCp3u+5n97v8Ereg73LEvn5QEv4+vRguifjywmS0U2GENB3fjSdSC/krgNT2EN7Mzx+OsZ9+5hAC6J82/umVh0ZBGd/DtxSdglp7ycZLNhy8zEOGTwmW1TUFBQaANKL0gFhfOQQe0bC1QSuyQCiXgPbaplpTaZaLf2N5wWC5LFQvrn80hY8BXl+fnQTn6OvIpatz1zN2fy8oQuDAi5nAW1M9lbsYbO1QMIM3kiYUPvu5ut1d/QPbg7j/R8BCEEfq4igDKzlcIqC8//sA/JFkiPiGh251TgcMJ3W82MSriFD36IRRewBnNwGT76VvSKLNwPHwyGMa9D6mRAlsaY9unXfK/9jC801/LCT40J8/FBTZPrK+oqOFB6gHtS7jntpSyHDiHZbHgmJbXcPgUFBYVWoPSCVFC4gBEqFZrAQHSRkegTE9HcNoWJY1/i1p8yGxLvc8tlB2ze1L7cN1Rutp1ZaqaDYThOqz+zD77AjT/fSIiPBqE2owubR7wpjhnDZjQUDpi8ZEmLcrONaz/YyIajJQB0CPVmXLdwgrz1zFl7jIySGpB0WIuH80zP6aiEihpbDSW1JWe+maCOsor9qlfAauZQQRX3/G8rj6i+olJ4M616BNf1bnTAQnyadhUw6U2svGYlk9pPOu2l6tLlA12PbsmnXaegoKDQVpQImILCRYSHwROnSo23tYZN6YX06xBCboUFf4OO3nH+aNSC6SsPc6igmn05Vsh5gPduD8LXw0SoPoAonzDuT53BFZ0uQadurLysj4CVm61ummC+rvFp1yRz00ebeejrXQ1zw6at5r6hCWy2PktudS5j48dyb8q9eOu8mzdeCBjxAnw8CjbO4Ke68Ux2fscgzW6etU6mGi8m9ojgtv6x/GvhHvolNt+mtl6A9nSYxo8Hp4Q2IvyMaxUUFBTaguKAKShcRHho1RitZt5d+Ra5FZvhozfIK68lzNXKKDFYPrY7XFjNruwKuoaHMSiqb8P+NY81PeYE8HNFwEqqrYTWlJBYns3a8MYanP4JgXjrNVTV2fn7pYmM7hrGo/N3sXx/ES/97XE+3/c5Xx/4mqyqLKZfOv3UfS1j+kKHsbD2LYLDPLhOM4/dfiP4NG8kOo2KpHATnjo1X0+VbZYkicyqTLYVbGN97nqOVx7nuX7PkRTQ/NGi5HSCw4HQavG9akLrfrgKCgoKrUA5glRQuIjQa1RU67zYEJZE0rqfKP5uIXkVFsJ9ZX1kHw8twd56jhRVk11qJi6weZHSk/E36BACvp4xj1nL/kOvggMAWPbtI/POKeT/85/8274bU10141PC6RTmQ5/4AI4WV5MS1J03h77JIz0fYU32Gn4+9vPpLzbqZRAq7DVl3Gl8j7TUFwFBarSf3OvSxYbcDQybP4xx343j2fXPsiV/C/GmeCKNkad86tpduzjUpy/mbdtadN8KCgoKbUWJgCkoXER4aGUHZXbX8fQoOoTly/nkd51Mr9jGisHEYCN7ciooqbES4XvmJt/2khJqZsxk0da1qLOOkx0QyRcdRvDW37oj2YqxFxdj3ryZdnV1fKXX459igcmTSQw2YrE5ya2oJdLPi+s6Xscvx35hfe56xsafRqLCL5YPU7/lpRUF9EsI4Oo+7am06xhw0pFjmCGMnqE96RkiP+JMcaeOrLmoXrMGZ20t+sTEM963goKCwu9BccAUFC4i9Bo56D2kUyjbD3Vl3J6VOCOvwOTZ2HA6MdjIZxvkhhb1kbGTcVosVHz/A77XTELoPahYuBB1TQ0+Y0Yz7KWXGNGg4h9B/HffAnJlYcHLr1Dy0Rz8J08mwajivp0LOHqkA5E9E1Gr1Lw/4n2MWjnqtrtoNzGmGHx07pWSFpuDl1YUAFBaY0WvUXP3kISG+RpbDZIkEWuK5T+D/tOqn0/Nmt/wTElBbTpznpiCgoLC70E5glRQuIhQqQRrHx/KzBt7sC+pHxrJSb+83Rg9Gj+LJZwg33AqB6x2+3byn30W86ZNqI0G2m9YT4edO4iYNq3ZFkoAHu3bE/3xHOK+kWUAoy2ljM3YiGXeVw1rvHXeCCGwOW08uPJBbl9yexNV/5Kaxr6S9Q7liXy0+6P/t3f/cXLV9b3HX5/9QbIkgQQIKSSEEEzxBySCezEg4Br5jVWMFL2Itf4o2keblkdbHi1Kq6Xea1ta6m+vQbTKvdAH+COXXhUoYgxaVHbllyBUqYAEAikhhEBCQvK5f+yEbDY7uzOzM2dmNq/n47EPZs98z/f7/Zw5Z3jnnDmznPr1U3l689MVbBFY/41vsvbTn2HrE0+y+d57mXrSSRWtJ3eyuQAAIABJREFUJ0njYQCT9jBzZuzNpK5Ots+bz3mn/xU3zFvMtCEBbMcH8WHwb1WO5Pk77oAIJpe+Jyv22ouOyWNfrowIumYOfv/YrKOP4q6DXs5+379h8MPvQ3R3dPP+he/n/nX38/N1O/8e489WP/PS36JcesxsPnPeMbus98iGR7jqvqs4YfYJzJg8Y8z5vPDggzz+oQ/RdeCBPHvDdwCYdurwP/IhSfVnAJP2UP/w24t4evLg5b2pk0YOYL+xz+6hatuzz7L+uq8x+aij6JxW5isjKhAR/MfCE5nyzFNsuvOu3Z4/Y94ZTOqcxBV3X8GzW57lqY0v8JbP/pA/ve5OAM5ffCiH7LczIF77wLWc86/n0NnRybKjl1U0h/Vf/wZ0dDDtjUuYdsYZ7P97v8ek+fNrrkmSKuVnwKQ91EH79nBI5xbe94OrOPSRaTw6cwb7vfvdHHj0q19qM/xD69s2bODhd76TF9euZc6nPzXuOWzpXcy2m65k48qV7H3M0bs8N33ydN79qnez/O7lDDwxwAsPX8i27ZP49brBM2AHTNn5RasPb3iYj/3oY7z2oNdy6fGXctDU0f9uZG7bxjMrVrDuqqvY56yz6Dpg8AP8B/7pn4y7JkmqhAFM2oNtnrQ33du30b3mMZ7/1S/YuGoVc6/8ImctPIg5M3rY/MB/8Ny//zvR1cV+7zqfjmnT2Ovwl7H/Bz5Iz1FHjXv8Q+bO4u4DDuf100f+u43Ljl7GkkOW8Pj6zbz/zjVAsv/UvXhq41b2n7rzi2DnTpvLha+5kLcteNuoX7SamZDJ8wMDPP7hS+g5+mh+45IPj7sOSaqWAUzag0VnJx9+3QXccOGJzO/awsPnv4vHL/4Qn/nOt4mODh4840y2/OpXdOy7L/u+5c107rMPcz7xT3Ub//CZU1l27Lt5xclLmF2mzasOeBU33fEfwBp+66Rf8MvnbuXwzafwIs/xL/d/hwP3PpAlc5fw3iPfu8t62559licvvxxe3EZu2wbbXmTzffexz5lnsv8HP8jcL13J3osXEx1+EkNS8Qxg0h6sq2PwEuPe3V107b8Pcz73WV58ci3R0cGWhx5iy69+xYF//ufs97vvHvM7tGpx+IFT2dQ9mQfXPseh37uejmn77PYN9Nf1/5pPfnfwbzOeOP9QfvXz7/Lz7Z/jhH/5HABvPvzNLJm7ZLe+88UXefbGm4jOTujqIjo7ia4u9n3zm4kIphx/fN3rkaRKGcCkPdg5vYfwqe/+gulTBv+U0KT585k0fz6ZyRP/8A/EpEnsc9qpDQlfAIfM6KG7M/jW3Y+x/7+sYM7k3CWADTy8jg998x4A3nr0bM59+at522++hR8+9kN++sRPWXzwYhYftHiXPnPrVl588km6Z8/mN//9hw2ZtySNV80BLCL2A14D3JGZ/1W/KUkqyoVvXMAFJ83f5S5IgK2rV5ObNjPnM5+m++DG/UHqrs4O5u0/he89sJYDpsznvfd9m61PPEH3rFkAXP3jXzNlUhff/7M3sG/p7012dnRy0pyTOGnOyN/Xtfm++3jo7e9gzmc/w7Q3vrFhc5ek8ajpww8RMQP4f8CxwPciYmZEXBkRt0XEJUPaVbRMUnN0dMRu4QtgrzlzmHvlF5l64okNn8OfnnoEf/mmV/Lgywbvgtx4yy0vPbfuuRc4ZMbeL4WvSjw/8FMAJtfhJgFJapRaz4AtBP4kM39UCmNLgM7MPC4ivhQRC4CjKlmWmb+oTymS2tHpR/4GAD9/7BkeueVA7v1f13Dga07mpN+cydPPb2V6FeEL4PmBAbrnzqX7wAMbMV1JqouazoBl5vdL4eskBs+CnQZcW3r6JuAEoK/CZZLEWQsP5vtzXs0L24MPf+1Ont/yIs9s2sr0vfcae+WSzQ88wHO33sqU449r4EwlafzG8xmwAN4OPA0ksLr01DrgGGBKhcuG93sBcAHA3Llza52epDZz4oIDeM8Rp0AEbNjCFdd8n6efe5HpPZWfAfuvz/8vOqZN44APfrCBM5Wk8as5gOXgX8j9g4j4G+Ac4IrSU1MZPLO2EeipYNnwfpcDywF6e3tz+POSJqauzg6uX3YCm7Zs44Yf3Mfxl/0Rkw58Oc8f99Fd2m3fsoWnr/rfbPjWt5h22mnMeOd55ObNdB1wAL/xV38J27e/9M32ktSqav0Q/p9HxO+Ufp0O/C07LycuAh4CBipcJkkALJwzndfO358/emsvN81bzOtX38nCf/0K67/+dTbfdx8Az/3gBzx52WVsWb2atf/0T/zHfzuWR973fjKTrv32M3xJagsxeCKrypUGP3h/LTAJ+BlwMbAK+C5wBrCYwcuSt461LDOfKTdOb29v9vf3Vz0/Se3vu7f/kvUXLuMV639NbNvGPmeeyezL/5HMZNOdd9Lz6lezaWCAjatuZa9589j3LW8e/NJVSWqSiBjIzN6K2tYSwMoMOgM4BViVmWuqWVaOAUzas23fnsT2bWx97DHIZK9DD232lCSprGoCWN2+CT8zn2bnHY5VLZOkkXR0BHR0sZc35EiaYPwrtJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwer2TfiNEBFrgYebPQ9JkqQKHJqZMytp2NIBTJIkaSLyEqQkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBetq9gRGc8ABB+S8efOaPQ1JkqQxDQwM/FdmzqykbUsHsHnz5tHf39/saUiSJI0pIh6utK2XICVJkgpmAJMkSSqYAUySJKlgLf0ZMEmS1Fq2bt3Ko48+yubNm5s9laaZPHkyc+bMobu7u+Y+DGCSJKlijz76KNOmTWPevHlERLOnU7jM5KmnnuLRRx/lsMMOq7kfA1idrLhjNZfd+ACPrd/EwdN7uOi0Izj76NlNGX/fnm4iYP3zW5syl+HzGe8cxuprx/Or12+iM4Jtmcyucczx9FWP12DFHav56PX3sn7TVgBm7N3NR37rVQAVb89aaxhpvWZuz3qs345qOXaa9f5T1LiNGmd4v294+Uy+d//aCbMdG9Xv5s2b99jwBRAR7L///qxdu3Z8/WRmrROYBXwtM08s83w38A1gP+DKzPzSSMtGG6O3tzfb4WsoVtyxmou/cQ+btm57aVlPdycfX3pUYQfv8PGHKnIu5eZT6xzG6mu02qsdczx91eM1WHHHai667i62bt/1mOwI6OwItm7bubxcf7XWMNb8K62hHnOp1/rtqJZjp1nvP0WN26hxGrHP12sejaqvXvX8/Oc/5xWveMW4+pgIRtoOETGQmb2VrF/Th/AjYgbwFWDKKM2WAQOZ+TrgnIiYVmZZ27vsxgd2O4g3bd3GZTc+0LTxmzWXcvOpdQ5j9TVa7dWOOZ6+6vEaXHbjA7uFL4DtyS7ha7T+aq1hrPmPtX61fVa6Per12raLWo6dZr3/FDVuo8ZpxD5fr3k0qr6JetwMdeGFF9a1v76+vrr2N1Std0FuA94ObBilTR9wbenxKqC3zLJdRMQFEdEfEf3jPb1XlMfWb6pqeVHjV9umXuq5Pcbqa6w+qxlzPH3V4zWodvuM1L7WMSodu6jtWY/n21Etr0+z3n+KGrdR4zRin6/nPBpVXzOOmxV3rOZ1f3sLh/3Ft3jd397CijtWN2ysT3ziEw3ru95q+gxYZm4Axrr+OwXYsZXXAbPKLBve93JgOQxegqxlfkU7eHoPq0fYqQ+e3tPU8Zsxlx1j1Wt7jNXXWLVXM+Z4+qrHa1BJH2P1V2sNlY5d1Pasx/rtqJZjp1nvP0WN26hxGrHP13Mejaqv6ONm+KXQ1es3cfE37gEY16XQTZs28du//dts2LCB/fffn+uuu46uri76+vpYuXLlS22WLl3KunXrOPzwwznyyCPZsmULW7du5dZbb2XDhg3ccMMNTJ06lXPOOYfnnnuOl73sZXz5y18ed92VaOT3gG0EdrzSU0tjjbSs7V102hH0dHfusqynu5OLTjuiaeM3ay7l5lPrHMbqa7Taqx1zPH3V4zW46LQj6O7Y/R81HQHdnbsuL9dfrTWMNf+x1q+2z0q3R71e23ZRy7HTrPefosZt1DiN2OfrNY9G1deM46ZRl0Lvu+8+Ojo6WLVqFe95z3vYuHHjbm3uv/9+5syZww9+8AN++ctf8qEPfQiAX/7yl6xatYqlS5dyyy238Pjjj7Ns2TJuvvlmHnroIZ544olxza1SjbwLcgA4AfgasAj4UZllbW9Him/WXZDDx2/2XZD13B5j9TX0+fHeKTeevurxGux4fjx3QdZaQ7n1mrU967F+O6rl2GnW+09R4zZqnJH6bcZdkEXW14zjplGXQo855hiOPPJITj31VBYsWMDpp5++W5vZs2czMDDASSedxB//8R+/tPx3fud3AJg7dy5btmyhu7ubL37xi3z5y19m3bp1bNpUzGXamu+CBIiIlZnZFxFLgFdm5meGPHco8G3gZuB4YDEwZ/iyzCz7Kch2uQtSkqQ9RTV3Qb7ub28Z8VLo7Ok9/PAvltQ8hzvvvJPVq1dz1llncd555/G+972PN77xjbtcgvzqV7/KtGnTeOtb3/rSeh/96Efp6+ujr6+Pf/7nfwbgwQcf5OUvfznnnnsur3/967n66quZN28ewC79DdeUuyB3yMy+0n9vGRq+SsseBk4BfgicnJnbRlo2nvElSVLratSl0Hnz5vGpT32K448/njVr1tDbu3vmOfroo1m2bBlLlizhHe94Bz/72c9G7OuUU07h4x//OEuWDAbC1asbd5PAUOM6A9ZongGTJKm1VPs9YM36ouArrriCa665hu7ubrq7u/mzP/uzun6txHjPgBnAJElSxfwi1kFNvQQpSZKk6hnAJElSVVr56lkR6lG/AUySJFVs8uTJPPXUU3tsCMtMnnrqKSZPnjyufhr5PWCSJGmCmTNnDo8++ijt8ucCG2Hy5MnMmTNnXH0YwCRJUsW6u7s57LDDmj2NtuclSEmSpIIZwCRJkgpmAJMkSSqYAUySJKlgBjBJkqSCGcAkSZIKZgCTJEkqmAFMkiSpYAYwSZKkghnAJEmSClZzAIuIKyPitoi4pMzzvx8RK0s/d0bEFyKiKyIeGbL8qNqnLkmS1J5qCmARsRTozMzjgPkRsWB4m8z8fGb2ZWYfcCtwBbAQuGbH8sy8ZxxzlyRJaku1ngHrA64tPb4JOKFcw4iYDczKzH5gMfCmiPhJ6QyafwxckiTtcWoNYFOA1aXH64BZo7T9A+Dzpce3Aydn5rFAN3Dm8MYRcUFE9EdE/9q1a2ucniRJUuuqNYBtBHpKj6eW6yciOoA3ACtLi+7OzMdLj/uBkS5dLs/M3szsnTlzZo3TkyRJal21BrABdl52XAQ8VKbdicCPMzNLv18VEYsiohM4G7irxvElSZLaVq0BbAXwroi4HDgXuDciPjZCu9OAVUN+vxS4CrgTuC0zb65xfEmSpLZV04fgM3NDRPQBpwB/n5lrGOFsVmZ+aNjvP2PwTkhJkqQ9Vs13IWbm0+y8E1KSJEkV8pvwJUmSCmYAkyRJKpgBTJIkqWAGMEmSpIIZwCRJkgpmAJMkSSqYAUySJKlgBjBJkqSCGcAkSZIKZgCTJEkqmAFMkiSpYAYwSZKkghnAJEmSCmYAkyRJKpgBTJIkqWAGMEmSpILVHMAi4sqIuC0iLinzfFdEPBIRK0s/R5WW/3VE3B4Rn611bEmSpHZWUwCLiKVAZ2YeB8yPiAUjNFsIXJOZfaWfeyLiNcAJwLHAkxFxcs0zlyRJalO1ngHrA64tPb6JwVA13GLgTRHxk9LZsi7g9cDXMzOBG4ETaxxfkiSpbdUawKYAq0uP1wGzRmhzO3ByZh4LdANnVrJeRFwQEf0R0b927doapydJktS6ag1gG4Ge0uOpZfq5OzMfLz3uBxZUsl5mLs/M3szsnTlzZo3TkyRJal21BrABdl52XAQ8NEKbqyJiUUR0AmcDd1W4niRJ0oTWVeN6K4BbI+Jg4AzgHRHxscwcekfkpcDVQADXZ+bNEdEBfDwiPgmcXvqRJEnao9QUwDJzQ0T0AacAf5+Zaxg8wzW0zc8YvBNy6LLtpTsfzwI+mZm/qmnWkiRJbazWM2Bk5tPsvBOymvU2AV+rdVxJkqR25zfhS5IkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQWrOYBFxJURcVtEXFLm+X0j4jsRcVNEfDMi9oqIroh4JCJWln6Oqn3qkiRJ7ammABYRS4HOzDwOmB8RC0Zo9k7g8sw8FVgDnA4sBK7JzL7Szz21TlySJKld1XoGrA+4tvT4JuCE4Q0y83OZ+W+lX2cCTwKLgTdFxE9KZ9C6ahxfkiSpbdUawKYAq0uP1wGzyjWMiOOAGZn5I+B24OTMPBboBs4cof0FEdEfEf1r166tcXqSJEmtq9YAthHoKT2eWq6fiNgP+DTw3tKiuzPz8dLjfmC3S5eZuTwzezOzd+bMmTVOT5IkqXXVGsAG2HnZcRHw0PAGEbEXcB1wcWY+XFp8VUQsiohO4GzgrhrHlyRJalu1BrAVwLsi4nLgXODeiPjYsDbvA44BPly64/HtwKXAVcCdwG2ZeXON40uSJLWtyMzaVoyYAZwCrMrMNXWdVUlvb2/29/c3omtJkqS6ioiBzOytpG3NdyFm5tPsvBNSkiRJFfKb8CVJkgpmAJMkSSqYAUySJKlgBjBJkqSCGcAkSZIKZgCTJEkqmAFMkiSpYAYwSZKkghnAJEmSCmYAkyRJKpgBTJIkqWAGMEmSpIIZwCRJkgpmAJMkSSqYAUySJKlgBjBJkqSCGcAkSZIK1lXrihFxJfBK4FuZ+bFK21SyXlEuWXEP1/z412zLrHvfM/bu5qyFB/H1gUfZtHV73ftvdVP26uStx8zm/931OOs3bW32dDSCdnmNOgMS2F7jYRrAOxfPBeB//+iRus2rnro7YA98m6jIRHwv3bFP9h66Hxd/4+62qSsYPBbb2aSuDv7ubQs5++jZzZ4KkTWEj4hYCrw5M383Ir4EfDwzfzFWG+CosdYbqre3N/v7+6ueXyUuWXFPy74ZS5KkxugIuPzcVzckhEXEQGb2VjSPGsfoA64tPb4JOKHCNpWsV4hrfvzrZg0tSZKaZHvCZTc+0Oxp1BzApgCrS4/XAbMqbDPmehFxQUT0R0T/2rVra5ze2Bpx2VGSJLW+x9ZvavYUag5gG4Ge0uOpZfoZqc2Y62Xm8szszczemTNn1ji9sXVGNKxvSZLUug6e3jN2owarNYANsPPy4SLgoQrbVLJeIf77aw9p1tCSJKlJOgIuOu2IZk+j5gC2AnhXRFwOnAvcGxHD72gc3uZbZZY1xcfOPorzF89t2JmwGXt3c/7iufR075nf9DFlr07OXzyX6T3dzZ6KymiX16gzBt8waxXA+Yvncn7pTshWtIe+TVRkIr6X7tgnP/H2V7dVXRPhutGkro6GfQC/WjXdBQkQETOAU4BVmbmm0jaVrLdDI++ClCRJqqdq7oKs+XvAMvNpdt7RWHGbStaTJEmayNrn3KckSdIEYQCTJEkqmAFMkiSpYAYwSZKkghnAJEmSCmYAkyRJKpgBTJIkqWAGMEmSpIIZwCRJkgpmAJMkSSqYAUySJKlgBjBJkqSCGcAkSZIKZgCTJEkqmAFMkiSpYAYwSZKkglUdwCLiyoi4LSIuGaXNvhHxnYi4KSK+GRF7RURXRDwSEStLP0eNb+qSJEntqaoAFhFLgc7MPA6YHxELyjR9J3B5Zp4KrAFOBxYC12RmX+nnnvFMXJIkqV1VewasD7i29Pgm4ISRGmXm5zLz30q/zgSeBBYDb4qIn5TOonXVMF9JkqS2N2oAi4gvDLlkuBJYBqwuPb0OmDXG+scBMzLzR8DtwMmZeSzQDZxZZp0LIqI/IvrXrl1bXTWSJEltYNSzUJn5gaG/R8QngZ7Sr1MZJcBFxH7Ap4G3lRbdnZkvlB73AyNevszM5cBygN7e3hxj/pIkSW2n2kuQA+y87LgIeGikRhGxF3AdcHFmPlxafFVELIqITuBs4K7qpytJktT+qv0c1grg1og4GDgDWBwRrwTOy8yhd0W+DzgG+HBEfBj4PHApcDUQwPWZefO4Zy9JktSGIrO6q3wRMQM4BViVmWsaMquS3t7e7O/vb+QQkiRJdRERA5nZW0nbqu9EzMyn2XknpCRJkqrkN+FLkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBas6gEXElRFxW0RcMkqbroh4JCJWln6OKi3/64i4PSI+O55JS5IktbOqAlhELAU6M/M4YH5ELCjTdCFwTWb2lX7uiYjXACcAxwJPRsTJ45q5JElSm6r2DFgfcG3p8U0MBqqRLAbeFBE/KZ0x6wJeD3w9MxO4ETixhvlKkiS1va7RnoyILwBHDFn0euDK0uN1wDFlVr0dODkzH4+IrwJnAlOAB4esO6vMmBcAFwDMnTu3ghIkSZLay6gBLDM/MPT3iPgk0FP6dSrlz6DdnZkvlB73AwuAjZWsm5nLgeUAvb29Ocb8JUmS2k61lyAH2HnZcRHwUJl2V0XEoojoBM4G7qpiXUmSpAlt1DNgI1gB3BoRBwNnAIsj4pXAeZk59K7IS4GrgQCuz8ybI6ID+HjpLNrppR9JkqQ9Tgx+Jr6KFSJmAKcAqzJzTZXr9gBnAT/NzP8cq31vb2/29/dXNT9JkqRmiIiBzOytpG21Z8DIzKfZeSdktetuAr5Wy7qSJEkThd+EL0mSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklSwqgNYRFwZEbdFxCWjtPn9iFhZ+rkzIr4QEV0R8ciQ5UeNb+qSJEntqaoAFhFLgc7MPA6YHxELRmqXmZ/PzL7M7ANuBa4AFgLX7FiemfeMc+6SJEltqdozYH3AtaXHNwEnjNY4ImYDszKzH1gMvCkiflI6i9ZVZp0LIqI/IvrXrl1b5fQkSZJa36gBrHTpcMclw5XAMmB16el1wKwx+v8D4POlx7cDJ2fmsUA3cOZIK2Tm8szszczemTNnVliGJElS+xjxLNQOmfmBob9HxCeBntKvUxklwEVEB/AG4MOlRXdn5gulx/3AiJcvJUmSJrpqL0EOsPOy4yLgoVHangj8ODOz9PtVEbEoIjqBs4G7qhxbkiRpQhj1DNgIVgC3RsTBwBnA4oh4JXBeZg6/K/I0YNWQ3y8FrgYCuD4zb65xzpIkSW0tdp6gqnCFiBnAKcCqzFzTkFmV9Pb2Zn9/fyOHkCRJqouIGMjM3kraVnsGjMx8mp13QkqSJKlKfhO+JElSwQxgkiRJBTOASZIkFcwAJkmSVDADmCRJUsEMYJIkSQUzgEmSJBXMACZJklQwA5gkSVLBDGCSJEkFM4BJkiQVzAAmSZJUMAOYJElSwQxgkiRJBTOASZIkFcwAJkmSVLCuWlaKiFnA1zLzxFHadAPfAPYDrszML420rJbx29WKO1bz0evvZf2mrQDM2Lubj/zWqwC47MYHeGz9Jg6e3sNFpx3x0rLV6zfRGcG2TGYPe25o+7OPnl3XeQ7t/w0vn8n37l/bsPGKNry+ZtTTCnNoxbnUqtoaRjoWz1p4UN3281bapq12PBe5bRox1mh9NuN1b9a+Vsu445lrKx1T9RKZWd0KETOAa4ADM/OYUdr9CbBPZn40Ir4NvB34veHLMvPZcn309vZmf39/VfNrVSvuWM1F193F1u27bu+OgM6OYOu2ncu7OwKCXZaN9lxPdycfX3pUXXbGFXes5uJv3MOmrdvKtqnneEUbqb6i62mFObTiXGpVbQ3ljsXhat0OrbRNW+14LnLbNGKs0foECn/dm7Wv1TLueObaSsfUWCJiIDN7K2lbyyXIbQyGqQ1jtOsDri09XgX0llm2R7jsxgdGfMPfnrsHra3bc8TwVe65TVu3cdmND9RtnqO9Wdd7vKKNVF/R9bTCHFpxLrWqtoZyx+JwtW6HVtqmrXY8F7ltGjHWaH0243Vv1r5Wy7jjmWsrHVP1NOYlyIj4AnDEkEW3ZOalETHWqlOA1aXH64BZZZYNH+8C4AKAuXPnjjVG23hs/aa26L/SfhpdT6OUm3eR9bTCHMYas51e32prqKa2WrZDK23TVjuei9w2jRirlj4buW2bta/VcztUMtdWOqbqacwzYJn5gczsG/JzaYV9bwR6So+nlsYaadnw8ZZnZm9m9s6cObPCoVrfwdN7xm7UAv1X2k+j62mUcvMusp5WmMNYY7bT61ttDdXUVst2aKVt2mrHc5HbphFjjdZnM173Zu1rtYw7nrm20jFVT428C3IAOKH0eBHwUJlle4SLTjtvZjY2AAAGoklEQVRi8PNbw3QEdHfuury7I3ZbNtpzPd2dL304vx7z7OnuHLVNPccr2kj1FV1PK8yhFedSq2prKHcsDlfrdmilbdpqx3OR26YRY43WZzNe92bta7WMO565ttIxVU813QU5XEQsAV6ZmZ8ZsvgrwLcj4kTglcCPGbz8OHzZHmHHBwVb/S7IHf200l1T9TRSfUXX0wpzaMW51KraGsodi/W6C7KVtmmrHc9FbptGjFVJn0W+7s3a12oZdzxzbaVjqp6qvguyqs4jDmbwjNeNmflMuWXlTKS7ICVJ0sRWzV2QdTkDVk5mPsbOux7LLpMkSdqT+E34kiRJBTOASZIkFcwAJkmSVDADmCRJUsEaehfkeEXEWuDhJk/jAOC/mjyHRrK+9meN7W0i17aDNba/iV4f1KfGQzOzom+Rb+kA1goior/SW0rbkfW1P2tsbxO5th2ssf1N9Pqg+Bq9BClJklQwA5gkSVLBDGBjW97sCTSY9bU/a2xvE7m2Hayx/U30+qDgGv0MmCRJUsE8AyZJklQwA5gkSVLBJnQAi4h9I+I7EXFTRHwzIvaKiCsj4raIuGRIu1kRceuQ3/86IlaWfu6PiIvL9N8dEf8aET+MiPeWlh0TETeXlv1pi9Y3PyK+GxF3RsRfjtL/bvWVlr8iIv5v4yp7aZzC64uI2RHx6JDXv6Lvc2mzGgvbR0vj1VpjRfNs5n7ajNraaB8dT40tt4+O1Ka0fLdtUWaMMbdZozSjvojoiohHhuynR03AGg+LiG9FxK0R8Y/VznlCBzDgncDlmXkqsAZ4B9CZmccB8yNiQUTMAL4CTNmxUmZ+JDP7MrMP+Bnw1TL9LwMGMvN1wDkRMQ34NPAe4ATgbRFxWINqgxrrA/4Q+KvMfDVw2ihv4LvVFxGHA5cB+zaopqEKrw94LfA/drz+mbm2QbXt0Iwai9xHofYaK51nM/fTwmujffbR8dTYcvvoCG1Oj4ilI7TbzUjtymyzRim8PmAhcM2Q/fSeCVjj3wF/k5knAnMioq+aCU/oAJaZn8vMfyv9OhM4H7i29PtNDB7c24C3AxuGrx8R/w14NDNXlxmib0h/q4BeYL/M/HUO3t3wFLBPHUoZ0TjqewpYGBGzgEnA+jJD9LF7fc8Cb6tTCaNqUn2LgfdHxE8j4n/WqZSymlRjYfsojKvGSufZR5P20ybV1i776HhqbLl9dIQ2Tw6b+45tMZKR2pX9f0+9Nam+xcCbIuInpTNHXXUqZ0RNqvE3gZ+Wlj1Jlf/ga+gGaRURcRwwA3gI2BGm1gHHZOaGUpuRVv1j4COl5/8vu27cqxn8l8vQ/mYBP4yIPyz9Pg+4u36VjKyG+m4A/giYA9wCvFhpfZn5vRH6a6gi6wO+A/wN8Dxwc0QszMwJ9RrShH0Uaqpxt3m26n5aZG20zz46nhpbbh8d3iYzfxQRvze8XUR8AThiSLe3sHuNY/2/pyGKrA/4LnByZj4eEV8FzgSub0RdQxVc49eAj0TEj4DTgRE/rlTOhA9gEbEfg6ez3wb8CdBTemoqo5wBjIjpwIGZ+SBAZr5lhDZnlfp7ptTfRuADwBuAS4G/ywZ/z0eN9f0FcG5mZkR8CjilivoK1YT6/j0zXyg9fwewgAa/+TehxkL30dI8aqlxpHm23H7ahNraZR8dT40tuY8Oa0Nprru0y8wPjND3J0fqr0hNqO/uHfsp0M/gftpQRdeYmR+LiBOAi4CvZGZV7z0T+hJkDH7A7jrg4sx8GBhg5+nFRQwm5HLeAnx7jCF26y8ztwEPlJb9nxqmXbFx1HcYcEhETGYwxZd7c6tme9Vdk+q7MSIOioi9gVMZ/AxgwzSjxiL3Uai9xirm2bT9tEm1tcU+Op4aW3EfHaHNiHMvM0TLv5c2oL6rImJRRHQCZwN31a2gETTxNbwTmAtcXvWkM3PC/gC/DzwNrCz9vJvBneBy4OfAvkParhy27tUMniYerf9DgXuBTwK3M/gBPRj8YOWJrVofcBbwnwx+TuaaHfOutL6RttdEqY/Bf3Xfz+AZhT+ciDUWuY+Op8ZK59nM/bQZtbXLPjre16/V9tER2rydwc+mjbgthvVftl2j99Fm1QccWdpH72HwppEJV2Np+V8D76plznvcN+GX7jw5BViVmWvq0N/BDKbiGzPzmfH2V4f5WF91/bVUfWCNNfbXMjVO5Np2sMbGtSvKRK8PWr/GPS6ASZIkNduE/gyYJElSKzKASZIkFcwAJkmSVDADmCRJUsEMYJIkSQX7/7Quc8OTgci9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制交易信号图\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('沪深300 bolling交易信号图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock_index['close'].plot(figsize=(10,10))\n",
    "plt.plot(stock_index['upper'], linestyle='--')\n",
    "plt.plot(stock_index['middle'], linestyle='--')\n",
    "plt.plot(stock_index['lower'], linestyle='--')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(stock_index['signal'], marker='o', linestyle='')\n",
    "plt.legend()\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用position标记持仓情况，全新的循环法思路；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "position = 0\n",
    "# 对每个交易日进行循环    \n",
    "for item in stock_index.iterrows():   #逐行遍历；返回的这个item其实一个元组，（label，series）\n",
    "    # 判断交易信号\n",
    "    if item[1]['signal'] == 1:\n",
    "        # 交易信号为1，则记录仓位为1，持有多仓；\n",
    "        position = 1\n",
    "    elif item[1]['signal'] == -1:\n",
    "        # 交易信号为-1， 则记录仓位为-1，持有空仓；\n",
    "        position = -1\n",
    "    else:\n",
    "        pass     #啥都不做；\n",
    "    # 记录每日持仓情况\n",
    "    stock_index.loc[item[0], 'position'] = position      #自动往下填充的就是上一个产生的交易信号；关键；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用position标记持仓情况，全新的循环法思路；另外一种方法；\n",
    "position = 0\n",
    "# 对每个交易日进行循环    \n",
    "for i, item in stock_index.iterrows():   #逐行遍历；这里item就是一个Series； unpacked\n",
    "    # 判断交易信号\n",
    "    if item['signal'] == 1:\n",
    "        # 交易信号为1，则记录仓位为1，持有多仓；\n",
    "        position = 1\n",
    "    elif item['signal'] == -1:\n",
    "        # 交易信号为-1， 则记录仓位为-1，持有空仓；\n",
    "        position = -1\n",
    "    else:\n",
    "        pass\n",
    "    # 记录每日持仓情况\n",
    "    stock_index.loc[i, 'position'] = position      #在DataFrame中自动往下填充的就是上一个产生的交易信号；关键；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, '沪深300 bolling持仓情况')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制持仓情况图\n",
    "plt.subplot(2,1,1)\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock_index['close'].plot(figsize=(12,12))\n",
    "plt.plot(stock_index['upper'], linestyle='--')\n",
    "plt.plot(stock_index['middle'], linestyle='--')\n",
    "plt.plot(stock_index['lower'], linestyle='--')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(stock_index['position'], marker='o', linestyle='')\n",
    "plt.legend()\n",
    "plt.suptitle('沪深300 bolling持仓情况')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 计算策略收益及可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算股票每日收益率\n",
    "stock_index['pct_change'] = stock_index['close'].pct_change()\n",
    "# 计算股票的累积收益率\n",
    "stock_index['return'] = (stock_index['pct_change'] + 1).cumprod()\n",
    "# 计算策略每日收益率\n",
    "stock_index['strategy_return'] = stock_index['position'] * stock_index['pct_change']\n",
    "# 计算策略累积收益率\n",
    "stock_index['cum_strategy_return'] = (stock_index['strategy_return'] + 1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "fig = plt.figure(figsize = (12,10))\n",
    "plt.plot(stock_index['return'])\n",
    "plt.plot(stock_index['cum_strategy_return'])\n",
    "plt.title('沪深300 收益曲线图')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "策略从2019-5到2020-5月见表现出色非常出色， 1.8上轨SD， 1.5下轨SD的参数似乎非常准确的抓住了这段时间内的买卖节点，\n",
    "从而尽管股价在震荡调整但策略持续盈利。然而2019-01 到2019-05以及2020-05到2020-09 时间内策略有30%+ 的较大回撤。\n"
   ]
  }
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